{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-06</th>\n",
       "      <td>133.490005</td>\n",
       "      <td>134.139999</td>\n",
       "      <td>133.110001</td>\n",
       "      <td>133.970001</td>\n",
       "      <td>117.205429</td>\n",
       "      <td>143331600</td>\n",
       "      <td>134.040915</td>\n",
       "      <td>124.627085</td>\n",
       "      <td>0.992467</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "2011-07-06  133.490005  134.139999  133.110001  133.970001  117.205429   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  \n",
       "2011-07-06  143331600  134.040915  124.627085  0.992467  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-27</th>\n",
       "      <td>132.419998</td>\n",
       "      <td>133.429993</td>\n",
       "      <td>131.970001</td>\n",
       "      <td>133.169998</td>\n",
       "      <td>118.980804</td>\n",
       "      <td>108088000</td>\n",
       "      <td>136.447962</td>\n",
       "      <td>128.140042</td>\n",
       "      <td>0.605441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-27  132.419998  133.429993  131.970001  133.169998  118.980804   \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-27  108088000  136.447962  128.140042  0.605441  \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "idf.shape\n",
    "idf.head(3)\n",
    "idf.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Let's grab 5 months of data from the input data frame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = idf.loc['2011-07-01':'2011-12-30',:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### We can, of course, plot a basic ohlc or candlestick plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.5a4'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__\n",
    "mpf.plot(df,volume=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### We can switch which panel is main and which contains volume:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,main_panel=1,volume_panel=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "or we can make both panels the same size:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,panel_ratios=(1,1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Or make the main panel 4 times that of the volume panel:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,panel_ratios=(4,1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Let's add a third panel containing bollinger data.\n",
    "\n",
    "By default addplot uses Panel 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x862.5 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ap0 = [ mpf.make_addplot(df['UpperB'],color='g'),#,width=0.75),  # uses panel 0 by default\n",
    "        mpf.make_addplot(df['LowerB'],color='b')#,width=1.75),  # uses panel 0 by default\n",
    "      ]\n",
    "mpf.plot(df,type='candle',volume=True,addplot=ap0,mav=(10,20,30))  \n",
    "\n",
    "ap2 = [ mpf.make_addplot(df['UpperB'],color='g',panel=2),  # panel 2 specified\n",
    "        mpf.make_addplot(df['LowerB'],color='b',panel=2),  # panel 2 specified\n",
    "      ]\n",
    "mpf.plot(df,type='candle',figscale=1.5,\n",
    "         volume=True,addplot=ap2, mav=(10,20,30), scale_width_adjustment=dict(lines=1.1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Now that we have 3 panels, we can demonstrate how to use ` panel_ratios `\n",
    "\n",
    "#### There are two ways to specify ` panel_ratios `:\n",
    "1. As a sequence of numbers, **one for each panel**, to be applied in order to panel IDs 0, 1, 2, etc.\n",
    "2. As a sequence of only **TWO** numbers:  The first number will be applied *to the **main** panel*, and the second number will be applied *to all other panels*.\n",
    "\n",
    "\n",
    "- In the ambiguous case where there are only two panels, the sequence of panel_ratio numbers will be treated as in item #1:<br> The first number will apply to Panel 0, and the second to Panel 1 (regardless of which panel the user chooses for the main panel).\n",
    "\n",
    "\n",
    "---\n",
    "\n",
    "Let's rearrange the above plot to have the main panel on the bottom, and the volume panel on top.<br>\n",
    "Then we will demonstrate the above two uses of panel_ratios."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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27duZO3eus09JCCGSpBzOKyce1RBCCFegedC5Z88efvrpJ06cOMG9e/fYvXs3ADNnzuTNN99M6kGeWd7e3ixdupTZs2czevRo7t27h7+/P8888wzDhw/H3d2duLg4wsPDiY2NTdpv9OjR+Pj4MGHCBO7du0f58uWZNWsWzzwjX+ZCCNeRcjivu6YoJ+ZGCCFyjmZBp81mY+TIkWzatAlI7AF6f5ia+Ph45s+fz86dO1m2bFmWA89SpUrx8ccfP3R9vXr1OH36dLJler2e4cOHM3z48CyeiRBCCCGE0Jpmz3SGhISwceNGVFWlSJEiuLm5Ja2LjIwE4PTp08ybN0+rJIUQQgghRB6hWdC5du1aFEVhzJgx7Nq1C19f36R1AQEBfP7556iqyq+//qpVkkLkW/EWG61nbk569Zi33dlZEkIIIRyiWfP65cuXMRgMvP7662mub9myJZ6enly7dk2rJIXIt+4PyXSfPOcnRNqkI5YQeYdmNZ1GoxGLxfLQKSYvXbpEXFycprMHCSGEeLTd74glY+YK4fo0CzqrV6+Oqqq8/fbbHDhwIGlaubCwMDZt2sSAAQNQFIWqVatqlaQQQgghhMgjNGte79GjB/v27WPv3r3s3bs3afkLL7wA/NebvUePHlolKYQQIp+R5nIh8i/Ngs6WLVsyfPhw5syZg81mS7Vep9MxePBgnnvuOa2SFELkUQ8GFhJUiAfJuKVC5F+aDg7fv39/nn32WTZs2MCZM2cwmUz4+PhQuXJl2rZtS/ny5bVMTgiRRz0YWEhQIYQQjwbNZyQqX748Q4cO1fqwQmRJyia6eIsNncGJGRLiX3JtCiEeVZoHnSaTiatXrxIVFZXUmSilOnXqaJ2sEMmkbKJTzf84MTdC/EeuTSHEo0qzoDMiIoLJkyfzyy+/YLVaH7qdoiicOHFCq2SFAKT2SAghhHB1mgWd48aNY+vWrQ+t3RQiJ0ntkRAiJ0inNyG0o1nQuWfPHgD8/Pxo1qwZJUqUwN3dXavDCyEeIMPKCJE7crrTmwS14lGiWdBpMBhISEhg1apVlCtXTqvDCpGm+1/UiqKgquoj15z+qA8rIz/UIr9w9kgO8lkSuUnTcTp/+OEH/Pz8Mt5YCAe5WnN6vMVG65mbk947+8s7ZU2oxWrHXf/fBGSFvT1YPiDv/Lik/GF09Ic65fGyqvu87dwzJaCqaq7/r3O7lltq1fM3Zwe94tGiWdA5fvx44uPj6dmzJwMHDqRy5cp4eXmluW1gYKBWyYpHhKt3FFJVXKrmMWVQbjP/g+pC+Uspo9oWrX8YMzpehvmJcd4PdW7Xcj/qtepCCO1oFnQqioKPjw/h4eG888476W6Xnd7ra9asYenSpVy6dAl/f38aNWrE8OHDKVy4cJrbBwUFpbm8WbNmzJs3L8vpC+dytZrNrMprtUW5nV9Xq21xJD957X8thBC5RbOgc+LEiaxduxZA8x7sixYtYvr06YwYMYIWLVpw8eJFxo8fz/nz51m+fDmKoqS535gxY2jTpk2yZUajUdO8CZEZea22KK/l19keDDTjLTZ03gWT1l2N+CfZoxeuVkvvbDndiiE3AUK4Ds2CzvvDJbm5uVGjRg1KliyJweD4N4eqqixcuJCOHTvSp08fAMqWLcvgwYMZP348p0+fpkqVKmnu6+vrS9GiRR3OgxAifc7+YXd2Z4gHg/SUtfApH73IqJZe6+eDXf0Z0JxuxZAbKCFch2ZBp9VqRVEUFi9eTO3atbU6LIqisGHDBtzc3JItDwgIABJnQBIiv0sZiLhabZnWP+xZ7ejjas3zjtD6+WBXewb0UR95QohHmWZBZ8OGDdm+fTs1atTQ6pBJ/P39Uy3bunUrXl5eVK5cWfP0hHA1Wa0ty+tcLYh0tLd7fpbV5vG8/ny2ECL7NAs6J0yYwPXr1xkxYgTvvvsuZcqU0erQqWzbto1Vq1YxbNgwfH19H7rdnj17WLduHWFhYXh6evL8888zcOBAfHx8HrqPoiS+csv9tHIzTZHzMlMzqfX/PKvHy8q1l/J8LDY77m66ZOtz+vyyQuu0nRkE58S15Gj5PLh/ZoJILdPTYntH8pPT13Vm855T+cjvv0X57Tc3r52HZkHniBEj0Ov1bN26lS1btuDj45PmmJ2KohAaGprtdDZv3syIESNo164d/fv3f+h2RYoUwWQyMXDgQAoVKsThw4eZNWsWJ06c4Jtvvnlo56Pygf54e3tnO3/ZVT4wdW1uXtNk4g/cjIwDIKCAJzvf65CtfdPa/2H/L1eVUc2koihUKOmf7L0jEgOTn5O9T6+2SVGUpGsurWsvZX5Sno8t5h9Uz8yfX8pr48Hjp0xLi/cPpp2WnExfa1m9llLKTvlkZf+Mzt/Raz2r55fRZyHl+oy+q1JeK1kpu8zI7vG1+s3I6fPLiox+B7SUH35zAUymvDXzo6bTYN6/eFVVJTo6mujo6FTbOfIFvXTpUqZOnUq3bt0YO3Zsuse6Py3nfVWqVMHd3Z1x48Zx8OBB6tSpk+Z+4dci8PKyZDuPWaUoiRd/+LUI8vq09TciYpN+HG9ERHH+akS29k1rf61HRHC2OLOVyv9bmfQ+3mJD58B3h6pCgvt/tf5qQvpNlqqqEn4tIuna6/bVdu7GpGgidSg/arL/X8prI+W2Wr9v8N66pPMp7OPB8hQdWR7cR+v0c1vKsk5rfVa2z+r+GZ1/VrfPaP+M85f+ZyHl+oy+q1JeK1kpu7R0n7c92bWZ1eNr/Zuh5fk9eG6QukUkrc/ig1L+Dly4/U+y78mM9s+M/PSbCxAbm7f6tWgWdOb0gO8rV65kypQpvPPOO7zxxhvZOsb9Xu43b9586DaqilMuRGekm9M9fh09n/zwhfAwrvCM5v3yVdXkg51rlR9n/v+SDd4eE5Wvr6V4i43nZ2Stt7sj5ZEyvcx0BNIyvZSza2nRESkr+ev+lWPfmymvzYzykvJ7+v5MYjn1m+HIMVN+j6RsEcnqZzFVpzoNP8vO+q3XWl47B82Czm3btml1qFT27t3LxIkTGTVqFL169cpw+4MHD7Jy5UrGjx+frBPSsWPHAGRu+H+lfE7N2cPOCJFT8nNHoNyeDSu3b5hSPdqRYnYtrdPPqGNUbj/f6+jsWY7IzHS6rjTdb8r8pLU+L03/mx9pFnTmFFVVmTRpErVq1aJt27bcvn072XovLy9iYmLo2bMnb731Fm3atCEwMJCdO3cyZMgQhg0bRkBAAIcOHWL27Nk0atSI4OBgJ51N7srql5Gr9RgWedeDnV9cIch7lK7tjDoepeoU5mKBhLM5u3d9RjdI3edt554pAVVVKeztkaNBqdbT6WZ07WW11jqj4blkjFbXo1nQuX79+kxv27Fjx0xve+3aNcLCwgB4+umnU60fMmQInTp1Ijw8nMjISCCxqX/p0qXMmTOHt99+m8jISIoVK0aXLl0YMmRIptPOaSnHq9P6yz6jmkxX5urjUor0PVg7JV/0uSujmsiMag61nkFJPstZk1EQmax5PhOfLVe64crtWmvhejQLOkeNGpWpTkKKomQp6CxZsiSnT5/OcLuU21SpUoUvv/wy0+k4g6N3YWkFkekFlVn98nFmc7srPPMoxKNI68+eq3+WH7WgOC9VPqTk6P/q/vPBOVXRIzKmafO6s3txPmrSCiK1vKN1pTtkoa2UX775/YdWiIdxNCjO6Obc1YK8vPy9ntH/KqOgNLeffxapaRZ0Tps2Lc3lt2/fZteuXZw8eZKhQ4dSq1YtrZIUQmSTq9c+CZFXZNgcnseCvAeD5IxuRl2tlli+11yfZkFnp06dHrruzTffZObMmcycOZNvvvlGqyQfOc6+Y5be7UIIkb89GCRnFLRJkCeyKtd6r3fq1In58+czc+ZMli9fnlvJ5ikpe/ymDOqcfcfs7PSFEMLVObtyQAhXlmtB5x9//AHAiRMncivJPEd6/AohRN4mN+dCPJxmQefnn3+e5nKz2czZs2fZtWsXkDiupsgcuWMWQgghRH6hadCZ3pBJ93u2t27dWqsk8z1Xv2POalAsz4QKIYQQj65cGzLJYDDQuXNnRo4cqWWSwomyOhNGeoPVO7vXoxBCCJEVGU3DKVLTLOhcsmRJmssVRaFAgQKUKlVKmtYfMVkZSkR6PQohhMhNKYd8yihoTBlkxlts6LwLJr13xRZJV6NZ0Fm3bl2tDiWEEEIIkaOyOlh8ylkEpbIk67IddF67di3biQYGBmZ7XyGEEEKkTTqgCleW7aCzefPmmZprPSVFUWTYJCGEECIHuHoHVFeW1eZ2rfd/FDjUvC5zrQshhBAiP0jZ3H414p8sTfMpc7tnLNtBZ3rTXgohhBBC5GUyzaf2sh10Tps2Tct8CCGEEEKIfCxHpsG0Wq1cuHCB6Oho/Pz8qFChQrae/xRCCCGEEPmDpkFnVFQUH3/8MRs2bCA+/r+xrHx9fXn55ZcZOnQoRqNRyySFEEIIIUQeoFnQaTKZ6N69O+fOnUvVwSgqKoqFCxdy+PBhFi9ejLu7e4bHCwkJ4ZNPPqFVq1bMmjUr2bpt27axYMECTp8+jd1uJzg4mCFDhlCvXr2kbW7cuMGHH37Inj17SEhIIDg4mBEjRlCrVq1UaVkslqS/L126iLe3d1ZPP1vMkbcwu8cmvbeZInGzJvybqZjEbe6vz+fvk527vM9f713sWpNrWd7LtSzXcm68xxLD5csXyUkmk+m/5B6IZVyVZkFnSEgIZ8+eBaB48eJUr14db29voqKiOHLkCJGRkRw5coQVK1bQs2fPhx4nIiKCUaNG8ffff6dZKxoaGsqQIUMYMGAAU6ZMITY2lpkzZ9K3b1/WrVvHY489htlspnfv3nh5ebFw4UKMRiNLliyhT58+/Pjjj5QuXTrZMY8ePZr09wutGmlUIkIIIYR4lD3zTe6ldfToUZo0aZJ7CWaHqpH27durVapUUadNm6ba7fZk6+Lj49WxY8eqQUFBapcuXdI9ztKlS9XXXntNvXPnjvrMM8+ow4YNS7Z+2LBhau/evZMtu379ulq5cmV1wYIFqqqq6rp169TKlSurYWFhSdtYLBa1SZMm6vjx41OluWPHDhWQl7zkJS95yUte8sqTrx07dmQpbnMGzWo6L126hJubG8OHD0/VachoNDJ69Gi+//57zp8/n+5xmjZtSteuXXFzc0tzfcqmdiApPb0+8XR27dpF2bJlqVChQtI2er2ehg0bsnPnzlT7V6pUKenvTVv3UqhQ4XTzqCVFgXIlCnDheiQy7GnWSNk5Rsov+6TsHCPll31Sdo7Jb+V3795d2rRoACSPZVyV5r3XH9ZL3WAwoNfrsdvt6e6fsuk7Izdu3GDKlCmULFmS9u3bAxAeHp7mccqWLcvatWuJi4vD09Mzafn9YBWgUKHCFClSNEt5cISiQLFi/sRYDPniA5CbpOwcI+WXfVJ2jpHyyz4pO8fk5/J7MJZxVZrlsFSpUpw7d46FCxcycODAVOsXLVqExWKhbNmymqS3fft23n77bRISEmjUqBErV66kYMGCQOKDtaVKlUq1j4+PDwDR0dHJgk7hHKoK4ed1/PWnG8f+0nP0LzeuXtFRqJBK0WJ2ihZTKVPWRucXzZQs5dxvh1iLifF7/seBG78T4F2CEt6lKOFdkmqFa/B8ufYY9TLHsRBCCJEezYLOZ599lrNnzzJnzhy2bdvGk08+iY+PD5GRkezfv59z586hKArPPfecJunVq1eP9evXc+XKFebNm0e3bt1YunQpgYGBmhxf5CyTCUYO9+KXzcnnFCtY0M7ZMzpOn/rv8YrPZnnQ6nkLvfokULuujdwe8vVO3C3e/LUrR+8cxuBm5JrpCkc4kLR+8v4xdA3qRbeqfSjuLdefEEIIkRbNgs7evXuzYcMGLl68yPHjxzl+/Hiy9aqqUr58eXr37q1Jel5eXlSoUIEKFSpQp04dmjdvzvz585kwYQK+vr7JhhG4Lzo6GkVR8PPzS+OIIrdcuayjfx9vTp9yI6iKjbbtzNR43EaNmjb8C6rYbPDPPYXbtxX+2KdnySIjv2wy8MsmA8E1rAwfEU+TZtZcCT7PR5yl768vcTn6Iq3KtmVms/nYVTs3TNe4GnOZLRc3sP7cKkztE7sAACAASURBVL78awbzj86mTYWODHliJBX8H8v5zAkhhBB5iM6RnR8M7Hx8fFi+fDmtWrVCURRUVU16KYrCs88+y9KlS5OauLPDbrcTGhrKyZMnky339PSkdOnShIWFAVChQgUuXkw9NtaFCxcoWbIkHh7SFOos+/e60ekFH06fcqNdBzPf/xjNoLcSaNzUin/BxCZ0NzcoUlSlajU7PfuY2bIjmvmLYmj4tIXjx/T0fd2H17t6c/SvtDubacFmtxF6cRMv/fQsl6Mv8nq1N/m8+WI89V54u/tQ0b8yTUq1YFKjWex+9W9G1Z1Ece9Afgxbw/Nr6zNy5yAuRV3IsfwJIYQQmRUSEkJwcDDDhw9Pd7u5c+cSFBTE2rVrky2/ceMGw4YNo06dOtSsWZNu3bpx5MiRLOfDoZrORo0a0aJFC9q3b0/jxo0pUqQIn332GXfv3uX48eNERUXh5+dHcHAwhQs73iNcp9Px4YcfUr58eb7++uuk5fHx8Vy8eJGnn34agGbNmvHDDz9w7ty5pN5cZrOZXbt20aZNG4fzIbJn7Wp3xoz0wmaDd0fF0X9QQqZqK3U6aN7SSvOWVg7sd2P6NE/27nGnU1t3uneHsRPBYMj4OJlxMSqctWdX8P3ZFdwwXQNgdN3J9Ake9NBOcgWM/vSrMYRe1Qew/tx3fH5kOmvPruTHc6vpUe0NRtWdiF7n+g94CyGEyF8yGvv8QWFhYcyfPz/V8qyOfZ4eh2o64+Pj2bRpEwMGDKBx48ZMmTKF48ePU7hwYZo2bUq7du1o2rRplgLOiIgIbt++ze3bt7HZbCQkJCS9j4+PZ/DgwezcuZOZM2cSFhbGyZMnGTFiBNHR0XTr1g1IfL60atWqjBw5kqNHj3L+/HlGjx6NxWKhX79+jpyyyKalIQZG/s8bgwG+WmhiwODMBZwp1alnY9W6GL6cb6J8BRvLl8PUidp0Cpt5cDItVj/JF39+wt24O7Qp34kVbTbQt8bghwacD9Lr9LxYuTu/vniASY1mUtizGCF/z2VgaHdiLakf9xBCCCFy0oYNG4iNjWX9+vUUKFDgodvZ7XbGjh1Lp06dUq3btGkT58+f5+OPP6ZmzZoEBQXxwQcf4Ofnl6wCMDMcqn4pUKAAkZGRANy9e5dly5axbNkyypUrR4cOHWjXrh0lS5bM0jGHDh3KH3/8kfT+xo0bbN26FYBp06bRuXNnABYvXsyiRYvw9vYmKCiIJUuW8NRTTyWelF7PggULmDZtGn379sVsNlOrVi2WLl1K8eLFHTllkQ3zvjTy8TRPfP1UFi6J4cmnbA4dT1Hg2dYWGjSy0qVdAZYtNlK7jpUXOmR/CrCbpuvMPzqbQh5FGFJrBO0rvoS/sWC2jmVwM9C1Sm+eL9eBN7e8yvbLv/La5o58/ey3FPLIvTFghRBCPNoyGvv8vqVLl3L16lW+/vprli9fnmxdVsc+T49DQefevXs5ePAgoaGhbN26latXrwKJ42TOnj2bOXPmUKtWLTp27Mjzzz+Pr69vhsdcunRphtt06tQpzWj8QUWKFGHGjBmZO5EHKAq52jv6flq53SM7N6gqzPrEgy9me1CokJ2QFSaqBzsWcD6ogL/K6tXQoKHKmJFeVAuOpmKl9MeBfZiVpxdhVa30qzGEntXf1CR/hTwLsbTNet7e1petl37mlQ3PE/L895TyLaPJ8R2Vn6+9nCZl5xgpv+yTsnNMfiu/jM4jM03fV65c4dNPP2X69OlpxmlZHfs8PQ4FnTqdjrp161K3bl3GjBnDqVOnCA0NJTQ0lFOnTqGqKocOHeLw4cNMmjSJZs2a0b59e1q2bOlIsjmqXIkCFCvmn+vplg/M/TRzSkICrF0LX3wBe/ZAiRIQGqqjWrWMbzqyqnwgzJmtMGAADB/sx/794O2dxfxaE/judAieek/+75mhFPLU8n/hz889f2LQxkF8ffhrum5qzY5eO6hUyHVmjshP115uk7JzjJRf9knZOSa/lJ+Pu9nhY7z33ns0btyYVq1apbley7HPNe3dUKVKFapUqcKQIUO4evUqW7ZsYfv27Rw6dAiz2cyvv/5KaGgoJ06c0DJZTV24HkmMRaNeKZmgKIkXf/i1iDw9O4LdDidPuLF5ozurVhq4eyfxceEna1v55NNYPArYOX9V2zTvl12rFyLo0MmLH9YZ6NHTzCefxmbpLvb7Myu5HXubV6v0JOKejggitM0o8H+1PkJv82HuX7No/E1TVrbdSBm/cpqnkxX55dpzBik7x0j5ZZ+UnWPyW/nduRPp0P5r1qzh2LFjbNq0SaMcpS/HutSWLFmSXr168dxzz/Hrr7+ycOFCbt26heri/2VVxSkXorPSzS67HS6E6/jzsBu7d7mzZ5c+KdD08FB5uWsC3V4zE1wjsTk9p89t4rRYjh93Y/33Bux2mDY9FmMmRsZSVZWQv78C4PVq/XMwnwr/e2o8NruN+cfm0H1jO1a23UhJF2hqz2vXniuRsnOMlF/2Sdk5Jr+UnyPncPv2baZPn87YsWMpWvTh039rOfZ5jgSdp06dYsuWLWzZsoWzZ88CJAWbMjB73qSqcOSQGxt+NHD8mBunTrgRG/tfdaKPr8qzz5tp3NRK23YW/Ark7qfZ2xsWLY2hX08fflxn4OoVHV9+baJw4fTzcejmPk7cPUrDwKZULlg1R/OoKAoj6kzAYrey6O8v6bG5PcvbbCDQJ3WzhRBCCJGTdu/eTWRkJGPGjGHMmDHJ1o0dO5Zx48Zx4sQJKlSowOHDh1Ptn52xzzULOu93KAoNDU3qUHQ/0NTr9TRt2pQOHTrQrFkzrZIUuSAhHjb8aGBJiIG/j/13uZQsZadRYwvVg200fNpKzSds6J08FGVgSZXv1kXz9iBvdv7mzovtffg6xESlxx7euSjk73kA9KzeP1fyqCgKY+pNxqZaWXJiPr1/7sL37UPxMWj/vKsQQgjxMC1atOCnn35Ktbxdu3a89dZbtGjRAtB27HOHwoQdO3YQGhrKtm3buHfvHkCy5vMnnniC9u3b06ZNG/z988dDu4+Ku3cUli0xsnyJgXt3E5vNGz5tofvrZurV/2/2IFfj6wvzF5mYPMGTZYuNvNrZhy07oymYRn6v/TuNZWnfcjQr9Wyu5VFRFMbX/5BocxTrzn3LuD3DmNVsQabGAhVCCCEyKyIiAoslcTjBB8c+h8Rm88qVK6e5X0BAQNK6B8c+nzBhAj4+PnzxxRfZGvvcoaCzf//+SVNe3lemTBnat29P+/btKVPG+c+riawJP6/jm6+NrF1tICFBwdNTpVuPBHr0SqByUPaGI8ptej1MmByHwaDyzdcerFxmYNDQhGTbxFvjmHVoKjbVxuvV3sRNl3NTaqZFURQmNprBibtH2XB+LXWKN6R71b65mgchhBD5W2bHPk+PlmOfO9wgqqoqBQoUoHXr1nTo0IFatWo5ekiRy6xW2LbFnZXLDezeqUdVFYoUtTO4dzzdephdtlYzI/0HJbB0sZFlIUb69U/AYEi8Xjdf+IGP/niPqzGXKeoZwIuVuzklf556Lz5rHkKnH5szed8YahZ5khpF5fMjhBBCG5kZ+zyl06dPp1qW3bHPU3Io6GzVqhUdOnSgadOmuLu7O5yZR01sLPzf/7wIegxatHajajXtBk7PjKtXFFZ/a2T1twZu3kxsQq8cZKNXvwQ6dDRnqve3KytcRKVDRzNrVhnZvNGdqs2O8v6edzhwcy8KCq8E9WT4U2PwNTx8arCcVsH/MaY+PZu3t/dl6LZe/NBxBwWM8iiKEEKI/MehoPOzzz7TKh+PpIQEhf379GzeCJ9+6kuVqjY6vWim1XMWypTNmaZsiwW2h7rz7QoDu3Yk1moajCodu5jp1iOBWk/Z8s1MDQC9+yWwZpWRuV/ZuRXdhihLBHWLN2Jc/WlUK1zD2dkDoG2Fzhy4sZdlJxcwetdQvmixRJ7vFEIIke84ub/xo61gQZXffo/i8F5/vppvYd/v7kyb5Mm0SZ6UKm2jfkMrjZ620rhp1jvuWCxw7C83Dh3Uc/2ajlu3FG7d1BF+Xsc/9xJrNStVtvFKVzOduuTdJvSMBFW180S9SP7cXwDOBTPqpefoGzzY5YK60fUmc+TWAX69uIEfw1bTodLLzs6SEEIIoSkJOp3M2xt69oTGLU1cuayw8ScDe3bpOfiHnjXfGVnznRE3N5W69a20es5Cy2ctBJZMHSBaLPD3cTcO7Nez73c9B/brk42jeZ+vn0rnF8282j3/1Wqm5ULUecKrzYT9y3js9Dz61Qh0dpbSZHQzMr3JF3T84Rkm7v0/GgY2pahXgLOzJYQQQmhGgk4XUrKUypsDE3hzYAIJ8XD4kJ5dO/Vs/dWdvXsSXxPfg4KF7JQpY6d0GTtFito5fcqNI4f0xMf/F0EGBNhp9byFeg2slC1rI6C4StFi9izPS55XRSVEcurecd7Z0Z/I0tfwD5xF2L6qXL4UTekyrtkLP6hQdYY8MZJZh6cwfs//mNtymcvVyAohhBDZJUGnizJ6QINGVho0sjJydDxh53Rs+cWdHdvduRiu468/9fz153/bB5a0U7uuhTp1rdRvaKVcebvTazHjrLHci7tDoE/pHA+e7KqdNWeW80PYKsIiznAn7lbSujceH0rJQd5MGKew+BsD4ybE52heHPHm42/zy8WfCL20iQ3nv6ddxRednSUhhBBCExJ05hEVK9mpWCmBAYMTx5uMi4Mrl3XcuK6jYiVbmk3uuUlVVU7cPcbe6zv4+85fnLh7jPCoc9hVO5X8q9Ch0ku0r/Bijsw1Hh55jjG7hvHHjT0AFDQWonZAfSoUqEyd4g3oWOkV4oLNzPrYg9XfGRnydoLLPsPqrnNnepMv6PRDcz7YO5IGgU0o4lnM2dkSQgghHCZBZx7l6QmPVbbzWOXMNRXHWWO5EBnGlehL6HV6PN298dJ74aH3RKfokrbTK3pKeJfEqE9/vCS7audW7A1O/3OC7Zd+YeulzVw3XU1a765zJ6hgdXwMvhy6uY8ZBycx4+Ak6hZvRJfHuvF8+fZ4u/tk7+QBm91GpPkfVu3+ivd/m4DZlkC9Ek8zseEMKvqnnmHBywte623m8089+GKOkbHvu25tZ5VCwQx+YgSfHp7K+7+P4IsWi52dJSGEEMJhEnTmE3bVzqXoC5y5d4IbpmvcirvB7dib3DBd50LUOa7GXM70sRQUSvqUplyBSpTyKY1VtRFvjSXWGkuMOZrrpivcMF3DYrck7WN08+CZ0s/xTOlnebxobSoVDMLoZgTgpuk6G86v5YewVfxxYw9/3NjDxH3/R+vyHelQ8SUqF6xGIY/CaTbBm21mTt47xuGbf3D41h+c+eck9+LvEJnwD3Y1MeD2NfgxocHHvFS5R7rN+P36x/PtcgPLFhvp0dNM2XKu+WwnQP/Hh/HzhR/45cKP7Ln6G41KNnN2loQQQgiHSNCZh92Ju8WCY5/x161DnLh3HJMlOs3tvPTeBBd5ggoFKlHGtzx21U6cNY44q4k4axwq/zU1m21mLkWHJ9aKxlx66PHK+lWkpE8pSvuW4+mSz9CoZDM89V5pbh/gXYK+NQbTt8ZgTt07zpozK/ghbBVrzixjzZllAHi7+1LGtyxFPAOIs5qINkcRY4nmdtwtzLb/prB017lTyKMIQQWrUcijCI8HVuO1ykMp6pnxVFw+PjDsnXjGjfLik488+GxubIb7OIu7zp3x9T+i+6YXmLRvND912om7TiZgEEIIkXdJ0JlHbbm4ibG73+Ze/B0AinsHUq9EI6oVqkGgT2mKehajqFdxinkFUNQzIMsdeVRV5VbsDa7GXMbgZsRT74mn3gsfd198DX7Z7hhUpVAw4+pPZWSdCWy//As7LodyKTqcy9EXOP3PCU7eOw6ATtHh6+5HSZ/S1CzyJE8G1KVWsbpULlgVvS7xslUUqFDSn/NXI1Az+Yjmi6+YCfnGyOYNBg73S+DJp3J3FqisqFeiEW3Kd2JT+DpWnPyGntX7OztLQgghRLZJ0JnHRJujmLJ/LGvOLMNNcWNIrZG8VvUNCnsW0TQdRVEI8C5BgHcJTY97n8HNwHPl2vFcuXZJy8w2MxEJ9/B298FL750jPd71ehg1No5+PX2YNsmTVetinN7LPz2j6n7Atks/M/vwNF6o0EXz/7MQQgiRW3QZbyJcxYXIMNqvb8KaM8so51eRVe1+YdiTo/NNIGJwM1DMqzje7j45OsRS02esNHzawpFDen7e5NpN1oE+pen/+DCizJHMOjTZ2dkRQgghsk2CzjziduxNev/ShcvRF+lapRc/dtzB40Wfcna28iRFgVHj4lEUlelTPbC5bgs7AG/UGEpJn9J8d3oJf9856uzsCCGEENkiQWceEGOOpu+vL3M5+iKvVXuDiQ1n4uX+iEwtlEOqVbfR6jkLly+58fcxN2dnJ10eek9G1Z2Eisq0P8Y5OztCCI3Y7XD3jsKFcJ3L3/wKoQWXDTpDQkIIDg5m+PDhqdYdPHiQ119/nbp169KgQQPeeOMNTp48mWybqKgoxo4dS4MGDahRowadOnVi+/btuZV9zZhtZgZvfZ0Td4/yfLkOjKs3TaZG1EiTZ6wA7Nnt+o82P1+uPU8UrcO+67s4cuuAs7MjhMiGhAT4drmBLu19aFTbj6oVClCvVgFaNvGj/pN+jBjuxeaN7kSnPRCJEHmeywWdERERDBgwgIULF2I0GlOt//PPP+nVqxclSpRg+fLlzJ8/n7i4OHr16sXt27eTths6dCj79+/n008/Zf369TRp0oTBgwdz6NCh3Dwdh9hVO6N2DWHPtd+oW7wRM5p+hZvOtWvl8pJGTycGnb/ngaBTURT6Pz4MgK+PznFyboQQWWEywcL5Rpo38mPcKC/+OqLHbEmcaa5RYwvNW1qwWhXWrTEwdIA3dZ8owJIQg7OzLdJgtyfOCGg2J/4tssblfm03bNhAbGws69ev56WXXkq1PiQkhBIlSjBt2jR0usSYefLkyTz33HNs2rSJnj17cuDAAfbt28fChQupV68eAMOHD2ffvn18+eWXLFy4MFfPKTtiLSbe3TGAXy9uoHLBqnzVcnmGswSJrCldxk7pMjYOHdQTHwcens7OUfpalHmeiv5BbLm4kfMRZ6ng/5izsySESIOqwrmzOvbv1bN/n57fd+mJjNTh7q7ySrcE3hiQQLnyySMWiwUOHtCzbYueNauMTBzvxeWLOkaNi8dN6hpcwo7tet4b48XVK//V1ylK4nh9qvpfC2SvvvGMm+C6s945k8sFnU2bNqVr1664PeRTNnXqVOLi4pICToCAgAAAYmMTB/vevXs3Hh4e1K9fP9m+jRs3Zu7cuZjNZgwG172LvGm6Tv/Qbhy/8yc1itRiXqsV+BkLODtb+VLDp618t8LIoYN6GjW2Ojs76dIpOt6oMZRRu4bw9bHPmNZYajyFcCWqCmtXG5jxkQe3bv33G+Xrp9Krbzx9+ydQokTagwq7u0ODhlYaNLTy0qtm+vX0YdECD65e0TFjTiyeLn5TnJ9F/KMwdaIna9cYUBSVx5+wggI2K9hs/wabioqiJHZUrVhJqkAfxuWCztKlS6e73svLCy+v5DPfbNu2DYAnnngCgPDwcEqUKIFen/z0ypYti9Vq5dKlS1SqVEnDXGvn7ztHeXNLV27GXuO5cu34pOlXD53pRzjuftD5+x7XDzoB2lV8kVmHprD+3HcMe3J0jo2jKoTImsuXdIwb5cmeXe64G1Sat7RQr4GVeg2sVK1my1JtZeUgO9//GM0bvbz59WcDPV7R8eV8EwHFMzkLhtCEqsKvP7szYZwnt2/pKF/BxrSPY6ldV3p9ZZfLPdOZVVeuXGHixIk8/fTTNGjQAICYmBi8vVP37vbx8QEg2kWf0t59dTtdN7bhZuw1+tccxmfNQyTgzGH1G/77XOcul7v/SpPRzUjv4IFY7GZC/p7r7OwI8UhLiIdTJ3XMn2ukTUtf9uxy56k6Vn76OZr5i0z0fTOB4BpZCzjvK1pMZcWaGJq3tPDXET0vPOvLr5tde1zh/OTcWR29unsz+E1v7t5ReHNgPD/9HC0Bp4Pyxi/tQ5w7d44+ffpQrFgxZsyY4ezsOGTLxU0M3dobu2rjw8af82Ll7s7O0iOhcGGVqtWtHD/mRmSEQgF/169JeCWoJ1/8+QkrToUw8PF35NELIXKJqsLO3/Ss+tbAqRNuXL6kw25PbF719lZ5f1Is3V83o9OoOsfLC+YuMDHvCyNzZnkw6E1vXn41gYVfa3N8kVp0FMyZ5cHSECNWq8LjtaxMmBRHjccl2NRCnq3pPHjwIN26daNUqVIsW7YMf3//pHW+vr7ExMSk2ud+Daefn1+u5TMzVhxbweDQ1wH4rHmIBJy5rGEjK6qqsG9v3rgH8zX40b1qX0yWaFac+sbZ2REi30tIgNXfGmjT0pe+r/vwyyYDN67rCKpip10HM8PfjWPz1ihe66VdwHmfmxsMeiuBVetiKFfexqpvjdSqBZcu5tmfb5cVFanQ6QVfFi3wwL+gysezTKxeHyMBp4by5FV77Ngx3njjDerWrUtISAgFCiSv6alQoQLXr1/HYrEkW37hwgXc3d0pU6ZMbmY3XStPhdBjbQ/cdQbmt1rJs+VecHaWHjkN/x06aU8eaWIH6FV9AEY3DxYc+4yIhH+cnR0h8p24OAj9Vc/oEZ40rufH6BFenD3jxjMtLSz9LoajpyP56ZdoZn0ey+C3EwgsmbOtJDWfsPHD5mhefjWBc+dg6EAvzOYcTfKRoqoweqQnF8LdaN/RzJYdUXR60aL5TcSjLs8V5927d+nfvz+NGjVi9uzZafZCb9asGQkJCfz+++/Jlm/dupXGjRvj7u4az8XcNF1n3O7h+Bp9Wdz6exqXau7sLD2S6tSz4u6usndP3gk6i3gWo1+NIUQk/MOcwx86OztC5AsWC/y62Z3+fbypXaMAA/r6sPpbI/FxCq92T+CX7VF8vchEg4ZWpwxj5O0NUz+Oo2NHOH5UzycfyjB6Wlm62MAvmwxUC7Yy7eNYfH2dnaP8yeV+ZSMiIpJqKG02GwkJCUmDvvv6+jJ79mzMZjPvvvsu9+7dS7avu7s7/v7+PP744zzzzDN88MEHTJs2jcDAQJYtW0ZYWBhTp07N9XN6mKJeAYypN5lXa7XH21oa1fUfJ8yXvLzgiSdtHNiv59o1hcDAvPGP6F9zGGvOrGD5yYW8GtSTyoWqOTtLQuRJ58N0rP7WwNo1Bu7eSayLKV7CTotWZpq3tFC/gRWji8R3igILF8K+/Xa++dqDRo2tNH3G9UfecGXH/nJj2iRPvH1U5nwZ6zL/6/zI5YLOoUOH8scffyS9v3HjBlu3bgVg2rRp7N69m+joaJ577rlU+9atW5elS5cCMGPGDKZPn86wYcOIiYmhatWqLFy4kOrVq+fOiWSCTtHRt8ZgKgT4c/5qhLOz80hr9LSFA/v17N3tTpeX80ablZe7N/9XdwL/++1NJu8fw+Ln18kUqUJkkt0Ou3boCVloZNeOxNYvT0+VLi8l8NKrZp6qY8NVP06FCsGnn5vo9pIPI4Z7seGXaIoF5I2bZVcTHQVvDfLCYlb45FNTqkH7hbZcLui8HzQ+TOfOnTN1HG9vbz744AM++OADLbIl8rmGT1v5dEbiPOx5JegEaFfhRZadWMDv13YQenETrcq1dXaWhHBpqgprvjOwYJ6RsHOJbeRVq9no/noCbdub80yzap16NoYOj2f2DE/eHeZFyHKTPH+YRTYbjPyfF5cvudHttQTatrNkvJNwiFyiQgA1Hrfh7aPy+2491jzUUqUoCu81+AgFhal/jCXBKlOvCZGeb742MnqEF+fDdLR81sKyVTH8+HM0r3bPOwHnfYOGJlC3vpXfd7szeYKnPKKVBXY7jBnhyZZfDFSvYWXse3HOztIjQYJOIUicgq5FSwt3butYGmJ0dnayJLjIE3Sp3J3L0RdZePwLZ2dHCJe1e6eej6Z4UKCAnY2/RvPVQhP1G1hdthk9I25uic3spcvYWLLIyKefyMOImaGq8MF4T75fbaRiJRvfLDHJc5y5RIJOIf717qg4vLxUPv3Eg2vX8tav0Lu1x+Pt7su8o7P5J/5exjsI8Yi5eEHH24MSZ3ib/WUslavkj2f3igWoLF5hIiDAzhdzPFjwVd66ac5tqgojR8KyxUbKlLWxZGUMhYvk/yrikJAQgoODGT58eKp127Zto1u3bjz11FPUqlWL1157jf379yfb5saNGwwbNow6depQs2ZNunXrxpEjR7KcDwk6hfhXYEmVYe/GYzIpTHrP09nZyZIinsXoGzwYkyWaeUdnOTs7QrgUkwkG9vMmMlLHyDHxPN0kDz1Dk4HT9/7mm6vv0HDUVDz8THw4xZOJn4dhs8uA5ildu6owYZwnn3wCJQLtLP02Jt/PZx8REcGAAQNYuHAhRmPqG5LQ0FAGDRpE3bp1WbNmDcuWLcNgMNC3b1/Onj0LgNlspnfv3ly+fJmFCxeyevVqypcvT58+fbh8+XKW8iNBpxAPeL13AlWrW9nyi4Etv7hcP7t09Q4eSEFjIZaeWMAN0zVnZ0cITVjsFqYfmMAXRz7hpul6lve3WmHEMC/OnHajfSczfd9MyIFcOsfasyvp8mMrlp1cwLrI8cS/2gQMUSz56Clq1ollwEBYtMDI4UNuLvmsuqom3hDcu6cQFalgMiXOZ2/TMF62WmHLL3r69fSmaQM/li02Urw4LP02hpKl8nfACbBhwwZiY2NZv359qol0ADZu3EjDhg0ZNmwY5cuXp3r16kyZMgWLxcLOnTsB2LRpE+fPn+fjjz+mZs2aBAUF8cEHH+Dn58fXX2dtTta89asqRA7T62HKh3F0ae/DB+O9aNAoCh8fZ+cqc3wNfgx4/H9M+2McX/75CRMbzXR2loRwiF218387s+LcJQAAIABJREFUB/Fj2BoA5hz5kJZl29CtSh8aBDZBp6Rfb3L3jsJbg7zYv9ed6jWsTP0oNs8+v/mgeGs8o3e9zarTS/Bw82RiwxmUL1CJe/F3+avKBlZ9XpOYi48RusFI6IbEfXz9VBo1ttC0mZWn6lgxxSjcuaNw57aOyAgFu5rYuUZVwW6D+HiF+HhIiFewWBOfezcYVAyGxO/JB8vRbIY7d3TcuZ14zKhIHRZz4mD7ZouCagd3dxWDMfE4ADExEBOtJM1dn5KHh4qXt4q3t4q3N/j4qPj4qvj4JC738EjcxugBBQvaKVvOTvkKdkqWshMdpbDzNz2/bXNn5296IiISr5OKlWy82t3M/97yJCLO/kh0vGratCldu3bF7SGzGcyalbpl7P7Qe3p9Yoi4a9cuypYtS4UKFZK20ev1NGzYMCkwzSwJOlNQFHL1S+l+WvnhizC35VTZPV7LRo+eZpaGGJkz04Ox7+edHuE9qvVh0fEvWXV6Kf1qDqWsX/mHbivXXvZJ2TkmM+WnqiqT9v0fP4atIahgNTpUeplvTy/mlws/8cuFn6hVrA4fN/2S8gUqpbn/0b/cGPSGN9ev6WjQyMLsL2Px9MqBk8lFqqryx43f+Xjjexy+fphyfhX5okUIVQoHJ23zQkUY/ZKdeYc/5tPNP2G9XItS//Qg8kRdft5o4OeNqWfx05KiqPj4gtGo4uEJvn52FAXMZpW4BCvRsSqqquLnp1CihDu+fonb2mxgtylYbYlz3cfFKsSaFCIidFy9wkOD05Tc3f891r/b+xWw0+lFM692S+CpOjZ0OihUyJPIfNIYlNF3UOnSpbN0vBs3bjBlyhRKlixJ+/btAQgPD0/zOGXLlmXt2rXExcXh6Zm5R9Ik6EyhXIkCFCvmn+vplg/M/TTzi5wou89nw9ZfYfE3Hkya4EFgoOZJ5BB/Pmj+Pv039GfhyRks67wswz3k2ss+KTvHpFd+721/j6UnFlCxYEW29w6lhG8JprUeT+j5UKbvmc7W8K20W9eED1t+yJC6Q5LVeoaEwIABicHLO+/Ahx+6o9enblrMKyLjI1l6dClzD87lxO0TAHSu2plv2n9DAY+0z+vjUuN4tXZruq3txpm786ClDuOtRpS82Q/lxhPE6q9wR3cCi+dl8LwLOisoKqCCzgb6OHCPA/dY0FnAZgCbEaxGsKeYSlpnAe9bFCxioUGVSgQHVMFkMRGVEEVkQiQXIy5y7NYx7Op/nbduA54FytC26ot0qtqJuiXrYnBLe4rq+83wUVGJr+hoiItLfMXHw40bcPZs4uvMGQWjEZ5/Htq2hQYNdOj1BiB5sJ1fPrs+7tqMK719+3befvttEhISaNSoEStXrqRgwYIAmEwmSpUqlTrtf5sBo6OjMx10Kqr6KFQwp+/WrVsEBAQAsP/PMxQpUjTX0laUxIs//FrEI1HVr6WcLrt5XxiZPs2Td/4vjkFD885zYBa7hefW1OdSVDgbO+8iqFDas3DJtZd9UnaOyaj8Fh2fy+R9YyjmVZxV7X6mtG/ZZOtVVeW700uYun8cJksM9Us0ZkLD6TxWsArrv3fnnbe98fRUmfZJLO06ZG3Ab6vdyqGb+1H+n737jm+qXNwA/pwkHRktbRmFDgoFKciSpUxZouD1WkFRqfJDhhdFUVDxcvWqoGhxIAqCFwRBhgsvAiKgWLwyLCCigiwFyuqi0Ja2Sdqs8/ujUto0bZp9kjzfj360OcnJmzenzZN3onKr4qbKWKhDNDZ3+zJajPj90q84VPALYlXNcX3jLkiMSKp1X6PFiBCZ7UBVF1EU8cvFn7DuxBpsPr0eOpMWAgQMShyGZwY8ifaqPgDst/7pjFpsydqIvbm7sDdnF3K12VXHmqvicEOznujUpCviNAloqmqOWFVzhMhCcaLoKI5eOoSjlw8hV5uNpqpYNFfHoYU6ATHhjWuE/KLyyziYvx8HL+5HcUVRrTLIBBnaRXdA16Y90a1ZTyhkCmw78xV2XsiAwVz5tzVMHo4bmvXEjc37ol/8QPSM7eORHdYC7Xf30qUC3HRDOwBAfn4+mjVrVud9hwwZgq5du9rsUtfpdMjLy8OFCxewZMkS5OXlYfXq1YiLi8Ntt92GlJQULFiwoMZj1qxZg1deeQW7du2q93mrY0unFVGETy5EXz1vIPBU3Y0abcDbb4bj809CMXlKhd/s9qEQQjCt+78w/X8PY96BV7Fk2Mf13j9Yrj1RrBxjVlEOVFQICAkBGkW59sKDpe48xVb9/XrxAF7d+zwahUZh5W3/RYImyUYdC7gvZRz6xg3CP3c+hr25uzD8v32QXDIOZxcsQ1i4BSs/vYLY685jb855XNTlokPjzmgblVJnWQrLL2PdidVYe2w5crQXahxTKlRoro5DnDoBLdTxiFE2wbHLv+Pn/L3QmbQ17hsRGol20R1gMBtQWH4Jl/WXUG7Wo3WjtugV2xe9mvdBj9jeiFW3QJj82mxii2hBnjYbZ0vO4MjlX/HFHx/jZPFxAEBMeBM8eP0kjGk/Hi0jk5AcX7l1ckOuPaVCjbuvS8Pd16VBFEWcLz2LrCt/ol3M9Wihjq/zcYkRrXBLy9vtP0E1oiji9JU/caH0LDShEdCERCAiNBLR4Y2hVNQc23BX2/tRaijB9+e/wa4LO3AgPxP7cndjX+5uLPzlDbSJSkFa+/EY2fZ+RIa5v5U6UH533fUaVCoVkpOTkZycjF69emHIkCFYunQpZs2ahYiICGi12lqPKS0thSAIiIyMbPDzMHQS1aFJUxFDhxnxzdZQ7P1Rgb79JTj9sw5/Sx6F//w2HxnntuK3gp/RtWkPXxfJp778bwhmPa+CVnut5UQuF/Hci3qMm+A/254GOoPZgOd2PwERIl6/eRHaxVxf7/0TI5Kw5vZN+PLPT7EmczsO/+cNwKSAZdS9GPPrf2H5peZanD1ib8L9KQ9heOs7oZCF4I/CYzh86SB+ysvEtjObUGEuh0JQ4G+tR6KxsikK9BdRoMvDRV0+ssvOI+vKyRrni1XF4Zak29GtWS8U6PJx9PIhHC08jJ/zK9c4jAiNRHN1HJQKFU4WH0fWlZP4/I9VVY8Pk4cjMrQRwhXhyNPmwmi5di0KEHBzwlDc2+7/MKTlcITKXR+LKQgCWka2QsvIVi6fq67zt4lqhzZR7Rp0/4jQSNzZZjTubDMaAJBTdgE/5f2IzafX43/nv8Ure2firQMvY0jibUiOaoekyNZoGdEazVTNoZApoJApIBcUkAtyyAQZZIIMckGOMmMZcrUXkFuWjRztBVzSX8SViiIUVxTjSkUR4qOboXvMAAyIH4pYdQuP1IU/sFgs2LFjB+Lj49GhQ4eq25VKJRITE3Hq1CkAQHJyMg4ePFjr8WfOnEF8fDzCwxu+sj5DJ1E97h1jwDdbQ/HZx6F+FTplggzTejyPR797APN/fg0rh//X10XymR++V2Dm0yqEhABdu5kqZ7yGAb/+IscrL6kglwMPjmPwlIIPDi3AH0XHcHvrkbglqWGtbDJBhltbpGHZqsmATo6+D25H4Y1HIeB6xGkSEadJQOPwpvjf+e34OX8ffs7fh1mZz8JoMVR17QJAU2UsxrSfhvvbj0MzVfNazyOKIgrLLyGn7AIu6vPQJioFSRGtbXYBl1RcQbhCWSMolpv0+LXgZxzIy8RvBQdQVF6EUsMVlBiuoLC8EC0jWiExIgktI1ujVWQb3JI0AnEaxyaB+Ls4TQJS296L1Lb34kLpOXxyfAXW/bEGX2d96d4nygE+x+cAgPYxHTGi1V148PpJaBQWGOM8G0omk2Hu3Llo3bp1jaWPysvLcfbsWfTv3x8AMGjQIGzcuBEnT55E27aVE/cMBgN27dqF2293rDWcoZOoHv1vNiEu3oJvvwlBYaGAmBj/6Y+5peUIdG7SDbuzd2B/7h7c2KKfr4vkdYd/k2PqI2oAwKKlWgwcbKpxbOwYDWb9W4WQUOC+MQyevnSq+A+89+ubaBQahRf7zG3w4ywWYPrjavz5hxypowx467VeEITdte73eLcZOF74Oz47sQqbT69H4/Am6NK0Gzo36Y4uTbuha9Oe9bYmCoKAxsqmaKy0P+bfVndwuEKJ3i36o3eL/g1+bcEsIaIlZvR6CU92/xdOFp/AuZIsnC05jbMlWSgsvwSzaIZZNMFsMcMkmmARLbCIZlhEC8LlSsRpEtBCk4B4TSKaKpuhUVg0osKi0SgsCqKyEB8f/BL/O/8dDhX8jOOFR7D08AI82GEiJnSa0qD32F8UFxfDaKwc12w2m1FRUYGCggIAQEREBB577DHMnDkTb7/9NlJTU2EwGLB48WKUlpYiLS0NAHDrrbeiQ4cOePbZZzFr1ixoNBosWrQIRqMRkyZNcqg8nEiEmhOJ9v7i/YlEjozPoWu8VXcL5odhwdtKPPeiHhMe9p8JRQCw80IGJnxzD3rF9sHHf/u6RqtMoF97Z8/IcO9IDS5fkuH1eTrcfW/tUPnLQTkeekADnRZ4fZ4Oo0Y3bNJJoNedp1nXn0W0IO3rv+FA/l7MHfAe7mn3QIPPtWJZGF6drUS3Hias+bQs4PfQ5rXnGuv6u6S/iNVHP8BHR5agzFiKcLkSNzTrCb1JD71JC71JhybKZripRX/0bjEAPWJvQrhciQJ9Ps6WnMa5kjMoLL8ErbEMZcZSaI1aDG99JwYm3OKV13PpUgF6d6t7ItHYsWOxf/9+m49NT0/HqFGj8OWXX+Kjjz7CqVOnoFarkZKSgqlTp6Jnz57VnucS0tPTsXPnThgMBnTr1g0zZ85E+/btHSovQycYOv2Vt+ouJ1vAwD6RSG5rwbaMUr9am1EURaR9/Tf8lJ+JFbf9FwMShlQdC+Rr71KBgPtGaXD2jBxPzdBjyhN1f1k4sF+OCWM10Osrh1M89mQ54uLqr5BArjtvsK6/T46vwAt7nkKfFjdj1YgNDZ61fOqkDHcOj4AiBNiyvSQodpjhteeauuqvpOIK1hz7ACt+fx9FFYUAALkgR7hCBa2xtOp+IbIQKGQh0Jt0dT7HiNZ3YeGQFR57DdXZC51Sw+51Ijvi4kXcPMiEH74PwcEDcvTo5T97GguCgOk9nkfaljsw/+dX0T9+sEeWIZGSnGwB49IqA2fagxV41M5yVz1vNGPZR2V4+kk1Pvs4DF/+NxQPjK3AI49XoHFjfqp7kkW04KPfl+LNA7MRJg/HK/3nN/j6NJmAZ6erUFEhYNYcXVAETvKcyLBGmHLDM3i4y5MoM5RCFaJGqCwUgiCgQJePfbm7sTd3F/bn/QijxYiWEa0rJzZFtkYzVeWyWpqQSKhDNGgX3cH+EwYphk6iBrhvjAE/fB+Czz8JRY9eel8XxyE3tuiHfnGDsSfne3x3biuGNXCChj86dVKGcWka5OXKcP8DFXhpjr5BLdM39jbjux9K8OnHoVi8MBwrloVj7eowpKSYkdLejHbtLWjT1oxGUZXb8kVEiGge7fnXE8iyirLw4NdjsS9vD9QhGrzW/120iky2/8C/LH0/DL/9qsDgoUbccx/H45J7hMhCEB0eU+O2pqpY3NHmbtzR5m4flSpwMHQSNcDgW4xo0tSCTRtDcd8DBnTv4T+tnQDwVM/nsWfT95h34BUMTrwVClng/er/fliO8Q+qUVQowz+mlGPGzHKHhkKEhQPjJhhwz30GfLQ8DOs+C8XhQwocPmS7rmQyoHMXDfoNMKH/zUbc0N2MUM/uMBgQTBYTPjuxEm/8NAtaoxa9WwzA3AHvISGiZYPPceyoDAvnh6NRIwteDZD91ImCQeB98hB5QEgI8MJsPZ6cosbkCWp8sbEMSa0s9h8oEV2b9sCI1ndha9YGfHp8JR683rEZh67KyRGw6N1wyGVAy1YWJLUyIynJghZxFmgiXNvDPOu0DBvXh2Llh2EoKxUw4196TJ7i/IQvtRqY8kQFpjxRgbIy4M8/5DhxXI6zWTKUlQkoKxWg1QooyA/Bb78q8NuvCixeGA6ZTIQiBFDIAZkciI62YPzDFbg/zcAwisrxxd+f/wZv/DQbJ4uPQ6lQ4sU+r+PBDpNq7G5jj9EIzJimhtEoYParOjSLZbc6kb9g6CRqoL/93Yjz5/R4a64Sk8ap8fmGMkRH+88H3rO9ZuG7s1vw7sF03NlmdJ17NrvboV/lmDxRjYKLtoOFSiWiWawFTZuJCAsToVBUtiLK5SIE4dqOG4IARDYSER0tIvqvpau+2VIZ/AAgJFTEnLk63P+A+7paNRqgW3czunWv2bJ9dTLC/l+vYPcuBfbsDMHRI3IYTYDZBJjNQF6uDC+/oMKHS8Pw5FPluHOkEXK524rmV45cOoTX9j+PfbmVSxmNaJ2KhXfMg6Bv7PBkmE/WhuL4MTluu92AOxzc4pKIfIuhk8gBk6dU4Pw5GT77OAyPTlTjo4/9Z4mWxIgkTOg0BUsOvYNFv76F53q/4vHn3Pp1CGZMU6G8XMDjT5ZjwEAjzp6R4ewZOc6ekSE/T4b8fAG5OTKcyXKuubNbDxPuGmXA7X83ev1LQJOmIlJHGpE6snb4yb4gYMHb4fjyv6GYMV2NZUvMWLGmLOha5g4X/IIxX/8N5WY9esTehJk3voLusb2QHFM5g9gRV4oFLHw7HKFhIp57wb/GVhMRQyeRQwQBmDVHj5xsGXb9EIJnpqvw9gIdQkJ8XbKGeaTrdHzxx1qsOroEaR3GIzm+u9vOffaMDAUXBZSXC6ioAH77pbLbOSRUxLwF2qpgVjn7v2ZIE0WgrBQwGAWYTYDJDFjM1dcUFWE2CygpEVBUKKC4qLKLu3dfE1q1luYwh/gEEa+/rcfDj1bgjdeU2PFdCKY+qsbqT8uCprs9V5uNyd+lodysxyv93sb9KQ+5tHrC4oVhKCqS4ZHHyjlbncgPMXQSOSgkBFjwvhZp90Rg6+ZQlJYIWPgfLSIifF0y+yJCIzG9x/P4955peH3/Sxhy/Vcun7O0BEifo8Tnn4TVOhbT2IL3P9DaXWZKEICISACoHiSsQ4V/hoy211nw/jItJo1TY9cPIXh1thKzXw38VjqdUYvJ29NwUZeHKV2fxpj2410639kzMqxaEYbGTSyY/Fi5m0pJRN7E0EnkhIgIYM1nZXhkkhq7d4YgbbQGy1ZqEdtc+sFodLsHsebYB/j27GZ8n/U9kkK7OX2u/+1Q4Pl/qpCfJ0PLJDMGDzUhLExEaFjlWM077jQgLl76deJpcjkwf6EOI+/QYO2qMHTuYg7oZX4sogUzdj6Ko5cPYXirVEzr8ZzL53wjPRxGo4Dpz+j94gseEdUm2dC5cuVKvPXWWxg2bBjmz59f6/iPP/6IGTNmAAD27NlT63heXh7mzp2LPXv2oKKiAp06dcKMGTPQrZvzH7BE1TWKErFyTRlmTFdhy+ZQjL4rAss+KkO7FGl2914ll8nx/E2vYezWVNz7xb1YPHQNuje7qcZ9fj8kxwf/CUNxsYDQMFQGydCrM7NFyGRAQYEM338XAkEQMX5SOZ56thxKpY9elB+Iihbx/jItRqdG4MXnlWiXYkaXG/xr6a2GEEURbx14Gd+c+QqdmtyANwcudmh2ui0/7ZPjmy2haJcS2GGdKNBJLnQWFxdj5syZOHLkCMLCanfXmc1mLFy4ECtWrECTJk1QXl67m8VgMGD8+PFQqVRYvnw5wsLCsGrVKkyYMAGbNm1CYmKiN14KBYGwcOCdRTrExVuwbEk4UkdEYNRoA/7xaIWkl1TqE3cznu01C2/8NAsPbknF6wPew9/b3IOzZ2SY/2Y4Nm9q2KDDNm3NSH9L53frlvpK+w4WpL+pw7TH1Xh0khovp+sw5BZTwKwzabaYMTvzWXx8/EPEqlrgP7eshVKhcumcWadlmP1C5Tn+9YIeCsl9ahFRQ0nu13fz5s3Q6XTYsGEDRo8eXev4qVOnsGnTJqxZswZr167Frl27at1ny5YtOH36NLZu3Yrk5ModLmbPno3du3fjgw8+wMsvv+zx10HBQyYDZv67HG2vs2D+m+H47OMwrPs0FHekGvHIlHK0ay/N8Dm565PomXQ9xn75f5j+6QKsONsZx767EUajgOQ2Zjz9z3L0uskEQwVQUSHAYKhcCshiEWAxAxCAdilcEN1Rd6Qa8ecf5Vi0IByTJ2jQvacJz/xTjxt7+3dw15t0mPb9JGSc24qWEa3x4fAv0FwdZ/dxlwoE7NurgFwOpLQ3o2WSBXJ5ZdhctCAcm74MgcUiYNhtBgwYaPLCKyEiT5Fc6Bw4cCDGjBkDeR0L2sXGxmL9+vWIioqq8xy7du1CUlJSVeAEAIVCgb59+2Lnzp1uLzMRANxznwF/v8uA9etCsfT9MGz6MhSbvgxF/5uNGD+pAjcPklaLVnGRgPz/jUb82ttw+ngkDgEIjyrGi/8Mwej7jVYtShyX6U7TZ5Rj0FAj3pobjn2ZIUgbHYFeN5nQqXPlbPxWrSsXzg8JAeQKEQp55bhQmRxQyMW//gvIFZW3+/q6yrtyCeNXz8afRxIRU7geyuIRmPqhAte1s6DtdWZc186MyEgR5eWVqxvodcCFM8CWrRH440TNv/Xh4SJatbbgjxMyWCwCEhLNmPJEBUbezW51In8nudBpr+u7USP7C1pnZWXZPE9SUhLWr18PvV4PJQefkQeEhQFjHjRg9P0GbN4UguVLw7B7Zwh27wxBm+vMeGBsBW4bYfT5hKMd3ynw1BNqlJUCQCS69ixD9nWv4FLr93C67UOQy+cAkFBCDkDdupux5jMtdu9U4K3Xw/HTPgV+2ufcn2S5vHJR/fBwEeHhQFi4CLUaiIq2ICpaRHSUCLmi8otGcXHlklOCADRvYUFcvIjmLSyIihIhipVfL0QRiIoS0amzCXHxYp2h9vfj5Xht8Rn89M11EHWrAQCFAIqEyuv72JH6X49MJkPXbib07WeCXA6cOC7D8WNyHD8mrxE2/WVJMiKqn+RCpztotVokJCTUul2j0QAASktLGTrJoxQK4K5RlYuG79urwIoPwrDjOwVeflGFl18Euvc04dbhRvw91eDVACqKwNL3w/DW3HDI5cDMmcCtd5SgZZIFOWVjcf/mj7HiyGJEhEbiie7/9Fq5gpUgAAMGmtD/5jJkX5Ah67QMZ7JkOJMlx8WLlcMYTCYBFgtgMuHaf80CjCbAYgbMFsBsEmA04q+WRKDskgznzwGiWP8WSId+s1/G6GgLOnau7Pa+ujKBRSjHlu+LkH2kNYDmQFgJkvsfwH1D2qNrVxEdOpohlwGnTslx8k8ZTv4hh14v/BWKRYQrgd49lUi6rgQRkbWvf72+8guczLX5R0QkMQEZOomkQhCA3n1M6N3HhLNnZPh6Uwi2bQ3BwQMKHDygwML54XjpFR1G3mP0eBdpuR547p8qbPoyFNHRFry3RIe00RqczrZAFIE4TQJW3b4RYzbfjgW/zIUmNAITOk0BAJQaSlCgy0esugXUIRrPFjQICQKQkGhBQqIFAwa655xmM1BaUtmyWVRUueh+VLSIqCgRjaJEWMxAbq6s8t9sAWVlAlD5DwQByM+T4ffDcvx+WI7dO62bGsMBREGIP4C+fz+BFx/ujjbN2gKoOeayYyczOnaqvRlA5TaiSpzOFm1ug8k2AaLAFJChMyIiAlqtttbtpaWlEAQBkZGRPigVBbukVhZMeaICU56o3Epz4/oQLH4vHM8+pcYP3xvw8mt6NIryTKvnsaMy/OsZFX4/rEC7FDP+s1xrc3Z9q8hkfDR8PdK23IHX9j2PT46vwEVdHrTGMgCAXJCjfUwndI+9ET2a3YQbW/RDM1XzWufRm3Q4evkQEjRJiFW38Mhrqq7MUIojlw/huuj2iAlv7PR5rlQUY8e5bfj27Gb8nL8PFeYKmCxGmCxGhMhCMbjlbfh78t0YlHiLG0vvGXL5XyEzWkSr1jbuEIKq8aP1EUXgzLkKrNq3BV8e34AyfTnCxGik9uyJp/92Fxor/+aZF0BEAScgQ2dycjIOHjxY6/YzZ84gPj4e4eF+slk2BazElhY8Pq0Ctw43YvpUNb7+KhQHf1Zg3rtat85iLi0F3p2nxKoVoVUzgN98RwdNPY2V7WKux4e3fYHJ29NwofQcmqtb4PqYzmisbIasK3/i6OVDOHL5N6w++gEAoE1UCvrG3Yyesb1xtiQLP+b8gJ/z98FoqZz40TaqPfrG3Yw+LW5GZFgUzKIJZosZFlgQKgtFmDwcSoUSqhANEiOSGrymY6mhBDvObcO2M5vww4XvYDBXAACub9wF/eMGoV/8YPSJu7lB59ufuweLfp2Hfbm7YBIrW+uiw2LQOLwJQmQhUMgUKCy/jK1ZG7A1awMiQiMx+vp7cGvC3ejRrI9LWztKmd6kwyfHV+KDQwtQoM9HWMtwTOwwCf/o8iQaK5v4unhE5GcCMnQOGjQIGzduxMmTJ9G2bVsAlWt37tq1C7fffruPS0d0Tbv2Fqz/qhRvzg3HyuXhePA+DR57sgKPPVHu0nqEej2wdXMI3pqrxMWLMsTGWvDcSzrcfkfDuvG7NO2O3fcfgUyQ1QpUJRVX8GvBAfycvxeZOTvxW8HPOFV8oiqEAkDLiNbo2bw3zlw5hd8KfsbJ4uNYdXSp3eeNCW+CgQm3YFDirRgQPwSRYdcmDoqiiD+LjmFndgZ2XdiB/Xk/VgXbFup49I0biBNFR3Hk0m84evkQlh5egHbRHTCt+3MYlvQ3m8GwpOIKXv/pJXx24iMAQKvINri11R24rdXf0blJtxqB1SJa8FNeJr46tQ5bz2zEh79+iA9//RCtG7XF6HYPYmTb+9FUFWu/ciWoqLwQF3W5kMsUkAtyCIIM3539Gh8cWojL5QUIkYUirf0ETLnh6QYtg0REZIsgirZG1PhOcXExjMbK8T/33HMPOnbsiNmzZwOo7DY3m83Q6XQAgFdffRX79u3Dpk2bAADh4eGIiIiAyWTCPfeZuBPcAAAgAElEQVTcA5lMhlmzZkGj0WDRokXYuXMnvvrqKzRvXrM78OLFi4iNrfyw2PvLH2jSpKm3Xu5fY5uicDq72ObYJqpboNXdD98rMGO6CoWXZeh1ownzFmoRF9fwF2YwALt3KrB5Yyi++zYEOp0AuVzEuAkVeOKp8lqtm+6qvzJDKQ7kZ+Jg/n4kRCShb9xAJES0rDpeaijB/rw9+Dl/HwxmA+SCHHJBBkGQwWgxotykR4W5HEUVhdifuwdlxtLK8kFAuEKJUFkoQuVhMFmMKKoorDpvYkQr3Jp0B0a0TkWXpt2rAmJh+WXszd2FTSfX4btzWwAAHRt3xeM3zEDLyFaQyxRQCAocufwb5ux9DgX6fCRGtMLLfeehf/zgBrVaGi0GHNPuwcLM/+CHC9/BIloQIgvFlBuexuQu0xAqr3/xUlEUkavNRnbZOWSXnUdO2XkAAu6+Ls1twxHytDn4OX8vDuTvxYG8vSgzliIl+nq0b9wJHWI6wSJasD9vD/bn7sGJoqM2zxEqD8P9KePwcJcn0EId75ZyAYH3u+tNrDvXBFr9XbpUgN7d2gEA8vPz0axZMx+XqH6SC51jx47F/v37bR5LT09HdnY23nvvPZvHR44ciblz5wIALl26hPT0dOzcuRMGgwHdunXDzJkz0b59+1qPY+j0T4FYdxfzBcyYrsKeXSGIirLgxZf1+NudRtSxbC30emD3DyH4ZlsIdnynQMmVyuDVuIkFt99hxJgHKupcnF6K9WcwG/Bz/j787/y32Je3G2WGUhgtBhjMBlhEC7o07Y4BCUNwc8ItaBWZbPd8hwt+wTsHX8MPF76zeVwuyDGx02OY2v2fDu2cU73ucstysP7PT/Dh74tQXFGEdtEdkD5gIbo27WHzsX8UHcOLe57Cgfy9tY6FyEKQ2vY+TOr8ONpGpTS4PEBlyNybuwt7c3djX+5unC89c628EBAmD0e5WV/rcTJBho6NuyK50XUQYYHJYoZZNCMpohUe6vSozTG7rpLitecvWHeuCbT6Y+j0Qwyd/ilQ685iqVzWaP6b4TCbBbRONuMfj1YgdZQBoaFAbq6Anf8LwQ87FNj1Qwj0+sqWuagoC265zYi/pxpxUx+T3e75QK0/Ww7m78OGk5+j3KyHyWKCyWJCmDwMD3V8FB2bdHH4fLbq7pL+Il7JnImvs76ETJDhgQ4TcWvSHejStDvUIRroTTq898ubWH74PZhEE7o27YnOTW5AvCYRcZoE5GqzseL3/yBflwMAuDlhKAYl3IrecQNwXVR7my2wJ4tPYGvWRmzL2lijtTJUHoYbmvZEr+Z90CO2N7o16wmVQoNzpVk4Vvg7jl/+HWbRXHU8ItS7kyuD6dpzN9adawKt/hg6/RBDp38K9Lo7dlSGxQvDse3rEIiigOYtLGjUSMSJ49eaPZs1s2DYcCNuG2HEjb3tB83qAr3+PKm+uvvu7Ba89OMzyNflAqhsSUyJvh6lhhJcKDuHmPAmeP6mV3Fnm9G1gqTBbMDm0//F0kMLcLL4eNXtjcObomOTLgiRhVaOs4WArCsn8edf9xEgoHvsjegTNxC9WwxAt6Y9EaaQ7oRJXnvOY925JtDqz99CZ0BOJCIKBB2ut2Dh+zqcPiXD0sVh2LA+FBfzBXTrYcLAQUYMHGxCx85mLqAtMbck3Y6bWvTD9rNb8MvF/fjl4k84UXQUFtGC+1LGYUavlxAVFm3zsaHyUIy6bgxGtr0ffxQdRWbOLmTm7sS+3N3YeSGjxn1lggy9WwzAiNapuDXpDr+dxEREwYOhk0jikttYMHeeHjP/XQ6gcu1FkraI0EYYdd0YjLpuDIDKyVY6k7bB4yMFQUBKTEekxHTEQ50egcliwiX9RVhEC0TRAhFARGgkGoVFefBVEBG5F0MnAJPp2i4a2RfOQ6/Xee25BQEQDEU4n18SEE393hSsdVda5p7zBGv9uYOzdXf+8lm3laEEV1CCK247nzfx2nMe6841gVZ/hZcvV/1/9SwjVQydAE6ePFn1/3f/fagPS0JERETkuJMnTyIuTtrr6HI0GBERERF5HGevo3JB+ujoyoH9e3/5AypVw9frc5UgAK3jopCVExgz6byJdeca1p/zWHeuYf05j3XnmkCrP51OVzV7vaioCFFR0h7nze51ACEhIVX/r1KpoFKpvfbcggCo1WqoVMaA+AXwJtada1h/zmPduYb15zzWnWsCuf6qZxmpYvc6EREREXkcQycREREReRxDJxERERF5HEMnEREREXkcQycREREReRxDJxERERF5HEMnEREREXkcQycREREReRxDpx9a89EyXxeBiIiIyCEMnX5o7arlvi4CERERkUMYOv3M6NRhKLlSjNGpw6puY8snERERSR1DZwBgyycRERFJHUOnn1m3cTsiG0Vh3cbtvi4KERERUYMxdPqhB/5voq+LQEREROQQhk4/9OC4Sb4uQp04vpSIiIhsYegkt7IeX8oQSkRERABDJ7mZXq+rMbN+3WdragRPhlAiIqLgxNDp50anDoNer/N1Mapo1BroddfKY6ioqDEcgDPtiYiIghNDp5/T63TQqDW+LgYRERFRvRg6JWDx4sU1frbugmaXNBEREfk7hk4fuyd1GObMmYN7qo2DrN4FPTp1GN5fOK/GOMlAwkBNREQUHBg6fUyv0yEnJ6dqHOSaj5YhNye7KozpdTpcyM6uMU6yOqVKhTJtmdfK66jqa4ra2sKTYzyJiIiCA0OnxDw4bhJaxMU3eC3OdRu3Q6lUebhUzqv+OqwD9IihfZCTcwEjhvbxVfGIiIjISxg6JU6pUiEhPh5KlXSDpbOKigqhVmlQVFTo66IQERGRhzF0SlD1LumG7LUupW0xy7RlARmQiYiIyDUMnRLk6DaXjt7fk5N3lEpVnQHZutU2OjoGWl0ZoqNjPFYeIiIikgaGTj/gaEumvVDpzsk7I4b2afCYzHUbt+PRqU9XhdKtGZmIi0vA1oxMt5WHiIiIpImh0w842pLpzRnhRUWFDo3JtH4tUhoaQERERJ7D0EkOcXfXvKOBmoiIiPwTQ2eAGTG0D4qLi2rcZi8oOhIkly1ZWGOdTUEQaozJZMslERER2cLQGWCKigohimKN2+x1tzvSHa9Ra2osVB8VFV1jTKYrLZcjhvZB7+4pXLeTiIgoADF0kkvc2bJZVFQImSDjup1EREQBiKGTXMIxmURERNQQDJ0+plSpEBcX57UF1a3HfNoaA0pERETkbgydPvbFxu2IiYnBF/XsOOSI6OgYCIJQ53HrMZ+2xoASERERuRtDZ4DZmpGJqKjoOo/bC6We3K2IiIiIghdDpwRMmTLFY+e27j63F0qtl0TyNYZgIiKiwMDQKQHuDp3VZ5T7e/e5N3dXIiIiIs9h6AxA1WeU2+pOr2+ZI6VSVbU3OhEREZG7MHQGuK0ZmXjsiWdq3ObIMkfW3dtKlcprM+2JiIgocDB0BgFX1tK07t5et3E7W0KJiIjIYQydVK/i4iJuS0lEREQuY+gMcvaWUBJFUbLbUg4f0gfNmzfH8CEMxURERFIn2dC5cuVKdOrUCdOnT691bMeOHUhLS0OPHj3QrVs3jB07Fvv27atxn7y8PEybNg29evVCly5dkJaWhl9++cVbxfcb1ksouXMvdU8rKiqETMa92omIiPyB5EJncXExHnnkESxfvhxhYWG1jn/33XeYMmUKbrzxRnzxxRdYs2YNQkNDMXHiRPz5558AAIPBgPHjx+P8+fNYvnw51q1bh9atW2PChAk4f/68t1+S5FUPmtbjPwVBQHR0jFfKER0dA62urOr5Rgztg5ycC+zeJyIiCgCSC52bN2+GTqfDhg0b0KhRo1rHv/76a/Tt2xfTpk1D69at0bFjR7z66qswGo3YuXMnAGDLli04ffo03nzzTXTp0gUpKSmYPXs2IiMj8cEHH3j7JUlefRONoqKisTUj0yvl2JqRiRkzX6p6vqKiQqhVmhotmVwsnoiIyD8pfF0AawMHDsSYMWMgl8ttHp8/f36t266OSVQoKl/Orl27kJSUhOTk5Kr7KBQK9O3btyqYkjTZm2m/dtVyl2bjExERkW9IrqUzMTGxzsBpS15eHubMmYP4+HjceeedAICsrCwkJibWum9SUhJyc3Oh1+vdVl7yHOvudiIiIvJfkmvpbKjvv/8eTz75JCoqKtCvXz988skniI6unBCj1WqRkJBQ6zEajQYAUFpaCqVSafO8glD5r7dcfS5vPqdDvFwf1W3bkYk1Hy2r2bJZR3kkW38SJvlrT8JYd65h/TmPdeeaQKs/f3sdfhs6b7rpJmzYsAEXLlzAkiVLkJaWhtWrVyMuLs6l87aOi4JarXZTKR17XikKVciRHO+7sr34XM3dlKqXRy4Tqv7ryzL6O6lee/6Adeca1p/zWHeuCZT602pDfF0Eh/ht6FSpVEhOTkZycjJ69eqFIUOGYOnSpZg1axYiIiKg1WprPaa0tBSCICAyMrLO82blFEOlMnqy6DUIQuXFn5VTDFH02tM2mMFkxunsYl8Xo0r18pgtImSyyv9KqYz+QurXnpSx7lzD+nMe6841gVZ/Ol3trCNlfhU6LRYLduzYgfj4eHTo0KHqdqVSicTERJw6dQoAkJycjIMHD9Z6/JkzZxAfH4/w8PA6n0MU4ZML0VfPa88DYydKq1x11JOkyuhnpHrt+QPWnWtYf85j3bkmUOrP316D5CYS1Ucmk2Hu3Ll4++23a9xeXl6Os2fPolmzZgCAQYMG4fz58zh58mTVfQwGA3bt2oXBgwd7tcz+jjPFiYiIyB0kFzqLi4tRUFCAgoICmM1mVFRUVP1cXl6Oxx57DDt37sTbb7+NU6dO4dixY5gxYwZKS0uRlpYGALj11lvRoUMHPPvsszh06BBOnz6Nf/3rXzAajZg0iSHKX41OHYaSK8UYnTrM10UhIg/jmrxEgUdy3etTp07F/v37q37Oy8tDRkYGACA9PR2jRo0CAHz00UdYsWIF1Go1UlJSsGrVKvTo0QNA5Zqcy5YtQ3p6OiZOnAiDwYBu3bph9erVaN68ufdfFLmFXqfDhexsdO7U2ddFISIP45q8RIFHcqFz9erVdu8zcuRIjBw5st77NGnSBPPmzXNXsYiIiIjIBZLrXieqi1KlQkJ8PJQqla+LQkRERA5i6CS/sW7jdkQ2isK6jdsBVO5YVFbGHYuIggHHeBL5P4ZO8lvbdmSiZcuW2LYj09dFISI3sjVpcO2q5TXuwxBK5H8YOimg8IOIyP9dnTSo1+kANCyEEpH0MXRSQOEHEVHgsQ6hROSfGDqJiIiIyOMYOomIiIjI4xg6ya888H8TfV0EIvIyXyyXxvHhRO7H0El+pb4dSkYM7YOcnAsYMbSPF0tERJ62buN2PDr16arl0jxtdOowvL9wHrfcJXIzhk4KGEVFhVCrNCgqKvR1UYjIzby5JSYnLhF5BkMn+bUpU6b4ughE5GbcfYwoMDF0kl9j6CQKPNa7j/kjjgklqo2hk4iIyM2Cec1gBm6qC0MnERH5FU4a9C3rUGn9czAHbqofQycREfkVKU4aDKbWPetQyZBJDcXQSUREVI0zE5mCJXgFYytzMH2h8DSGTiIiomo8MZEpUIKLvVbm0anDUHKlOKDWOA2WLxTewNBJRESS40+7jzUkaAVLcAmGNU4D5QuELzB0EhGR5Lh7MXh7QcGVIBHoQSuYQtbo1GG4Y1i/qi8Q1l8oRgztgzfnzg6q4QXuxNBJAS2Y/lgSkW32trX0xbaX/vS3qb5WWme606X82vU6HQ7/frjqC4T1Fwpbwwvszeanaxg6KWBx/2QiAuy3RLq7pXLE0D4oLi6q9z7+0t1uPXEoOjoGWl0ZoqNjGnwOf15Syd6kMlufM/70+ryNoZMCVqB3eRGRNBUVFUIUxaqfR6cOg17vn3+HrFv2tmZkIi4uAVszMgE0bNJV9RDmbxON1m3cjkenPl3n67P+nAnG2f2OYOgkIiJygb3WML1OB41a4+VS+YZ1XViHMH9sDHBkfLEU15CVEoZOIiLyOKmNc7NXHuvZ8/Xd315rWKCrXlfWLZ8MYVQdQycFLGcWeCYiz5DaODd75bFu3XL0/v7M0S8I3l5pwJP4ueFZDJ0UMKKjY2ARLVUD3D2xwDMROc7d4/icmcziyfJYi46OgSAIHjm3N9gL2J5eQ9WXX1Bc/dyw/hyimhg6KWBszcjE3oMnqga4E5E0uHsc39aMTMyY+ZLTv+vW5XF369bWjExERUW75VxSFEitukDtllVXQjU/h+rH0ElERH7HkeBjHSqtf/Z0r4hSpUKZtswj53YHqY239SZbSx65cm1R/Rg6iYgooFmHSm8PvVm3cTuUSumGEqmNt/UmV1vhOYzLMQydRETkVcOH9EHz5s0xfIh/rGVoa+1FR2e/S5X1+Fbrn50ZP+vIax8xtA96d0+pqlt/XOfSX95rKWDoJCIiryoqKoRMJqt3K0EpsV72pyH7b1t30VYPJg3Zschb7LX0OTN+1tF1LWXCtWtB6kss2ZooFGhjXD2JoZOCipQ/2IiCmT918ToTjKoHE+sdi6TEVndxIIcqR8dkcqKQa9waOg0GgztPR+R2/vTBRkQUaKQ28YZjMr3LpdBpsVjw+eefY+zYsejRowduuOGGqmNPP/00Ll686HIBidzFH8cKEQWDNR8tQ25Otlt7IjzZq+HqOqFS58kxilLYvWnx4sU+e+5g53ToLC8vx7hx4/DSSy/hwIED0Gq1Vd0FWq0WX3/9Ne677z4UFBS4rbBErpD6WCGiQGWvdevBcZPQIi7erd24jvZqOBK0tmZkIi4uIWC7WD3dnV79/N4O8PekDsOcOXNwT7UlkjgRyHucDp3vv/8+fvrpJwBA165dERISUnVMp9MhLCwMeXl5/EZBRBSEqrc0SqF1yx5vjlu0tWNRsI4390aAr163ep0OOTk5NSZOBfKYValxOnRu2bIFgiBgwYIF+PTTT6FWq6uONW3aFKtWrYIoivjhhx/cUlAiIvIPri647Y7nt7fNpS9bt7ZmZOKxJ56pcVugjjf39VAE62tRqVIhLi5OMmNKg43ToTMvLw9hYWEYNsz2L3XXrl2hVCo5rpOIKMi4e9tLT/B161b155fSEkru5uuhCNbX4hcbtyMmJgZfSLjVPZA5HTrVajUqKirqDJVHjhyBXq+v0QJKRETkaf42I1nKSyi5A8dM0lVOh84bbrgBoijiH//4BzZs2ACTyQQA2LlzJ5YuXYrJkydDEAR07tzZbYUlchT/2LkmWMeZUW1SvxYCZYcgb/PGEka+blUm6XA6dE6cOBEymQwnTpzAv/71L2i1WgDA5MmTMX/+fFy6dAmCIODhhx92W2GJHMU/dq6xHmcm9eBBniP1MYf2yse/Bbb5W6sw+TenQ2evXr0wd+5cqFQqiKJY61+VSoVXX30VN910kzvLS0Q+JPXgQUSBj19+/ZfClQffeeedGDhwIDIyMvDHH39Aq9VCo9EgJSUFQ4cORUREhLvKSUREErLmo2V1th5e7bKNi0+weTw6OgZ5udlo3iLek0V0m+joGOTkXEBcnO3XQ66pPvShIXW9dtVytlz7KZe3wWzUqBFGjRqFmTNn4pVXXsE///lP3HXXXQycREQBrL5Wb3tdttt2ZKJly5bYtsM/Fle3NQObY0Tdp3qAtFXX1Vs2be0sx5ZP/+FS6KyoqMA777yDRYsW1bh9/PjxmDNnDkpKSlwqHBERBaYpU6Z49PzuDoXW52NLm/dU/4Jja2c5DvvxH06HTr1ej/vvvx9LlixBXl5ejWNFRUVYu3Yt0tLSqiYYERFR8LAX+jwdOt0dCr0dMtl65zmevvaobk6HzuXLl+PYsWMQRRFKpbLGsdjYWIiiiFOnTmHJkiUuF5KIiDxndOow3DGsX40dfKqHnobs8GONLYHOGzG0DxYteMvXxZAEW93prmLo9B2nQ+fGjRshCAJeeOEFPPfcczWOLVmyBC+++CJEUcQ333zjciGJyDvsjZ2iwKTX6XD498M1dhCq3mVpvasLrw3PCvTF4u2p3kpuqzud/JfToTM3NxdhYWF44IEHbB5PS0tDaGgocnJynC4cEXlXfWOjGDToKgYB8iRHWsk5sci/uLwNZl2hMisrCwaDASoP7nJARJ5jPYuUQcO/efqD2NXzB/Ns8OjoGAiC4Oti+IXo6BhodWWIjo4BYH9ikTd2XKKGczp0dunSBaIoYvz48fjiiy9w9OhRnDt3DocPH8batWsxceJECIKAjh07urO8RG7Fb8SBpb73M9jfa0dm+DrTqu3qDGJXxoCu+WgZcnOy/fY93pqRiaio6KqfGULrtjUjEzNmvlRjSaXqrK9d7rgkLU6HzvHjx0MQBJw7dw4vvPAC7r77btx222249957MWfOnKoW0HHjxrmtsETuxqU2Akt97yff67pZtwb5W6v2g+MmoUVcfMBMXrIOoVRTfe+zv127wcbp0Nm3b1/8+9//hkKhsLkNpkKhwLPPPouBAwe6s7xEbsMxijU5M0OZAoOrrUG8dshTrLvTyb+5tA3mAw88gKFDh2LTpk04cuQISktLoVarkZKSgjvvvBMtW7Z0VzmJ3I7fiGu6OkO5c6fOvi6KU0anDoNer7N/R3I7KVw7wTwmNJBtzcjEiKF96uxO5xal/sWl0AkAzZs3xz/+8Q93lIWIvGzx4sUYnprm62I45Wqr2tXWOb1OB41a48siBS17e617Q6B0rV/FEH1NfXVhL5SStDQ4dObk5EAulyM2Nrbq54aKi4tzvGRE5FH3pA5DXk42ln24Aus22O5WlfIHX/U1JYHK4FNQcNFHpQlu6zZux4ihfThZw40CLUS7wl5dSPnvFNXU4NA5ZMgQxMTE4Mcff6z6uSGz6wRBwNGjR50vIVEAW/PRMp99uOh1OuTk5KDD9XWvMOFPH3xXgw85x5EPbnZpuh+Dk/P86e9UsHNoIpH1Dgm2JhDZ+peIbOOMapIKRz64rddwJdd5Mzj569JS5P8a3NJ51113QaPR1PiZ64gRBQ574/JstW452lLrzZZdX7Yi+wPWT/Bau2o533vyiQaHzrlz59b7s7utXLkSb731FoYNG4b58+fXOHbgwAEsWLAAx48fh1wuR6dOnfDUU0+hQ4cOVfcpKSnB66+/jh07dqCsrAxt27bFE088gcGDB3u03ETVWX+wS/mD3t64vK0ZmbXK7+iHl6sfdo7Un/VzFRcXBe2Eg+pLGl19f119L9gdTESOcnqdzunTp+PJJ590e/d5cXExHnnkESxfvhxhYWG1jv/666946KGH0KJFC6xduxZLly6FXq/HQw89hIKCgqr7TZ06Ffv27cM777yDDRs24Oabb8Zjjz2Gn3/+2a3lJarL6NRheH/hvBprF/p7d7qvA7P19nZl2rIGP1YUxRrLY7GL0TW+vhaIyP84HTp3796NnTt3ur2LffPmzdDpdNiwYQMaNWpU6/jKlSvRokULpKen47rrrkPnzp0xZ84cFBcXY8uWLQCAn376CXv37sWsWbNw0003oU2bNpg+fTo6d+6MxYsXu7W8RHW5unah9Sxrco91G7dDqXR+P2V//wLgCOvF37mYOxH5gtOhc8SIEdDr9cjIyHBneTBw4ECsWLECjRs3tnn8tddew6effgqZ7FrRry7jpPvrw3337t0IDw9H7969azx2wIAB2Lt3LwwGg1vLTES1jU4dhjuG9fNqsKne5avX6xiqqqlRN/xC5FfYKt9wtnYw4lAQ6XB6cfg777wTRUVFmD59OgYPHoyuXbsiKiqqRhi86q677mrweRMTE+s9rlKpoFLVbN3YsWMHAOCGG24AAGRlZaFFixZQKGq+vKSkJJhMJpw7dw5t27a1eX5BqPzXW64+F+dkOc7Ruqs+EabqMQIA0UP1X+05BBv/P3zItW04t+3w7ThDW+Vr2APrvr9er8Ph3w+jc+fOzp/f3vNZ/Tz2oWtdvhqNBnq9rtp1IiAqKrrq56tjPJ2pe3/8va1eNzavzWqsf1eU6r8mmSUk1P2aHXhv/bH+fGnRgrewdtVybNuR6VTd1RoLbef3yJ9t25GJ4UP7YFu1sdvVr/1Au/b87XU4HTrHjh0LoHKc1Lfffotvv/3W5v0EQXAodDrqwoULePnll9G/f3/06VO5Rl9ZWRnUanWt+16dfV9aWlrn+VrHRdl8rKe1jovy+nMGiobW3R8njmHx4sWYMmUKAKBZ0yY4f/48EhMTkRxfeY7qx10llwlQyGWQy4Sq84cq5FX/X3KlCJERESi5UlR1mzfJZULVf22VryHqu7+91+8M68fbe34AVcdnvfRijfdWJsDlupfy721913KjyAi0TExAy5Ytbb7+P04cQ6dOnfD7778DAA4e+AmdOnXCwQM/1fl8zry3Uq4/KbG+Vh39O/X5xyvx4nPPVD02PzcH2zZ+XHWOaU9M9cnfIE9pyOsJlGtPqw3xdREc4nTorD6ByFdrcZ48eRITJkxAs2bNMG/ePLecMyunGCqV0S3naghBqLz4s3KKwSVNHeNM3Q1PTcPp7GIAwFff7sHwoX3w1bd7qm57Z8FCt20LabaIMJktMFvEqvMbTOaq/zdbRIgQYal23JvMFrHqv7bK1xD13d/e63eG9ePtPT+AquPV33tbxx3hD7+39V3LH/93G4YP7YOP/7utztd/b9pDDa7rhhyvzh/qT0qqX6uCUBkcR9yV1uC6q/7eDE9Nq7o26vrd8Hf1vZ5Au/Z0Oq2vi+AQp0Nnenq6O8vhsAMHDmDKlClo27Yt3n///RqTjiIiIpCdnV3rMVdbOCMjI+s8ryjCJxeir543ELhUd9aPdef7IF77r2jr/6vdx9fvfZ3ls/vAeu7fkNfvKEferwbWrSvlkfTvrb2y2Tn+wP9Ncuh344GxEx2uC0nXnwRVryuH6s6Tf+f8VCZWkDkAACAASURBVKBce/72GpwKnQcOHEBWVhaKi4uRkJCAESNG2B2L6U6HDx/Gww8/jH79+uHtt99GaGhojePJycn4/vvvYTQaERJyren5zJkzCAkJQcuWLb1WVqKrrNdKdMdi60RA5bWl1+mgVKmwbuN2m+tyehqvW8+5Oh7ZWVcn1V29FjixhnzF4dnrL774IsaOHYsPPvgA69atw/z58zFixAh8+umnnihfLZcvX8bkyZPRr18/vPvuu7UCJwAMGjQIFRUVVfvEX5WRkYEBAwbUCKJEvmJrK0FvLuOjVKkQFxcHpcr5ZYccMWLotYlT3lCmLfPoa5PS8mt6XeWkrauz0Tk7PbBERUW7dVMDfkEgX3EodG7ZsgWff/55rb3VTSYTXnnlFRw6dMjlAhUXF6OgoAAFBQUwm82oqKio+rm8vBzvvvsuDAYDnnnmGRQWFlYdKygoQHFx5RiOrl27YvDgwZg9ezb27duH8+fPIz09HadOncLjjz/uchmJnGG9VqI31LfUyhcbtyMmJgZfeKk8RUWFUKs0NRZod8To1GHQ62uGqPpabJRKlUfrWkqhk4LL5cuXMXxIw7+8efp3gaihHOpe/+KLLwAAzZs3x+TJkxEXF4cTJ05g+fLlKCkpwZo1a/DGG2+4VKCpU6di//79VT/n5eVVrQWanp6O3bt3o7S0FLfddlutx954441YvXo1AGDevHl44403MG3aNJSVlaFDhw5Yvnw5Onbs6FL5iOpTvXvc3l7m3uDoVodS7nbT63TQqDU1bmOLjfdI+doIdhyWQ/7CodB55MgRCIKABQsWoEuXLgAqF3Nv164dHnnkEbe0dF4NjXUZNWpUg86jVqsxe/ZszJ492+UyETVU9ZBnby9zKfLkBxfHsEqLoyGS75N0NG7cGJu+2V01icTRL5dEvuJQ93ppaSnCw8OrAudVV3f+qW/9S6JAZG+nELYOXePrMaxUE0MKEXmbQ6HTYrEgPDy81u1Xb7NYLO4pFZGfsBeagvmD/erwguqTeRjCvUOpUqFzp85emyRG0sbfO5IKp9fpJCLXefLDoPpscXfOfG0oW8MLvBnCg/mD1p+GdJB9rl7Lwfzll6TF4dBpMplw4MABm7sQ1XWsV69ezpeQKIB58sPA1mzxYBpD6cnXOXxIH+TlZmP4kGuBPpjqlrzL+rpy11a9RN7mcOgsKyur2ne9OkEQbB4TBAFHjx51voREfsLXLYsN4c4JBw15ve5sbVSqVCgouOi287miqKgQGk3NQM/JHOQtU6ZMCahtKyl4OLw4vPUanQ35lygYNGQdSk93+dqb2ORODXm97gxh6zZuh1LJMYpERP7KoZbOkSNHeqocRH7P1pJA1jzZEjY6dRhysi9g4/rPGjymT+rddOyyJrKvuLhI0j0sRFc5FDrT09M9VQ4iv7c1I9Onf/ivbn3YuVNnm8dt7cct9W46dlkT2SeKotM7fRF5k8Pd60Tkn9y9H3d0dAy0ujJER8e45Xz+zNv7yhMR+SOGTqJ6eHOMpL+xtdi7I+wFNVt7rUtVXSsFeAvX5aTq+HeLpIqhk6ge3DHHc+xNRLK117pUREfHoKys/lZeb1476zZux+bte7g+JwHg3y2SLoZOojpUHwNJtgXrAuzbdmSiZcuW2LaDEzeIiBqKoZOoDvbGQNoKpcEWwjjJx3fYhUpE/oahk8hJtkJpsIcwBiHvGDG0D96cO5sTl4jIrzB0EpFbjE4dhvcXznPbcASlSoUybZlbzuVtnp7N3pCF+YmIpIahk4Ja9e5wLnvjGncvyST1HYjqW1ifoZCIqDaGTgpq1bvDGRR8a3TqMLutpFIaM+vt3Zw4dIGI/B1DJ5EfC6Qgotfp7LaSunPMrCAIfrWwPZfBobpER8f41bVMwYuhk0giHO3ed/cYymDz2BPPOLSwvS8DPpfvovpszciscS1f3YudSGoYOokc4Mng4Wj3vr0xlNymsn6OtpouW7LQZ6HP3eNliYh8gaGTyAFS7uJUqlRIiI+v2grR1W0qpUBKYzg1ag1DH/kFR1vxibyFoZMoQKzbuB2RjaICaitEf133lK3M5Ev++ntDgY+hk0jCHO3Ot24ZlFJLobVADmaB0MpMRORuDJ1EEuZod751C0f1n627332Nwcx5gRzYiShwMXQSBYlA7H4PVgzsROSPGDqJiLwgkNZUJSJyBkMnUQNxm0z3k/KYU3eT8soHRETewNBJ1EC+3iZzxNA+6N09JaBCb6DMsuUYSyIi+xg6ifxEUVEhZIKMe8NLkC/GWAZTKzERBQaGTiIiN/B2CAyUVmIiCh4MnUREbuDuEMiJR0QUaBg6iYgaoExb5tU1TjnxiIgCDUMnkUQE+2QUpUqFMm2Zr4tRJ6VS5fQap1z5gIiIoZNIMvx9wW+lSoXOnTo73Rq4buN2KJXS2C3J3Rxd+WB06jCUXCnG6NRhAKS3mxQRkTMYOonILdZt3I7N2/f47Y5H1mMofTmmUq/T4UJ2NvQ6HQDuJkVEgYGhk6gObF3yPl8uA2Q9hpJjKomI3Iuhk6gObF3yvkBaBshegObsdCIKNgydREGEC4p7j70AzZZUIgo2DJ1EQSSQWhKJiMi/MHQSEdmg1+uqZo9LAVupicjfMXQSSQiDhXRo1Jqq2eNSwFZqIvJ3DJ1ETvLE7HYGC98pLi7i4u1ERB7E0EnkJF/PbueSTu4limKDF293VHR0DCyiJWh3myIiAhg6iSTL3taJvg69wcaVoQ9bMzKx9+AJv91tiojIHRS+LgAR2ebo1onkGkEQEBUVXedxDn0gInINWzqJJCo6OgZaXVlVl6z1z+ReUVHRkmmJ5NAJIgpEDJ1EErU1IxMzZr5UFYS2ZmQiLi6hRjDibHf/ZGvoRPUdijh0gogCEUMnkYRZd+lah0x2+fon66ETo1OH4f2F8yS1LigRkbsxdBL9xV73ta3j3m5pZMgMTHqdDheysyW1LigRkbsxdBL9xVb3tb3jDIGBq0xbxjGVRERuxNBJVI29lkuOoQwekyZP5ZhKIiI3YugkqsZeyyVbNoMH32siIvdi6CQiIiIij2PoJCKSIA7lIKJAw9BJRCRB7N4nokDD0ElEBLYsEhF5GkMnERHYskhE5GkMnURERETkcQydRERERORxkg2dK1euRKdOnTB9+nSbx3/88Uf069cP/fr1s3k8Ly8P06ZNQ69evdClSxekpaXhl19+8WSRiYiIiKgOkgudxcXFeOSRR7B8+XKEhYXVOm42m/HOO+/g0UcfRXh4uM1zGAwGjB8/HufPn8fy5cuxbt06tG7dGhMmTMD58+c9/RKIiIiIyIrkQufmzZuh0+mwYcMGNGrUqNbxU6dOYdOmTVizZg169epl8xxbtmzB6dOn8eabb6JLly5ISUnB7NmzERkZiQ8++MDTL4GIiIiIrCh8XQBrAwcOxJgxYyCXy20ej42Nxfr16xEVFVXnOXbt2oWkpCQkJydX3aZQKNC3b1/s3LnT7WWmwMVldIiIiNxDcqEzMTGx3uO2Wj+tZWVl2TxPUlIS1q9fD71eD6VSafOxglD5r7dcfS5vPmeg8EbdjX0ocJfR4bXnPLfUnQBA/OscwrXbguH94LXnPNadawKt/vztdUgudLqDVqtFQkJCrds1Gg0AoLS0tM7Q2TouCmq12qPlq+t5yTmsO9ew/pznbN3JZQJkMgECBCTHR0EuE6CQyyCXVf4cLHjtOY9155pAqT+tNsTXRXBIQIZOV2TlFEOlMnrt+QSh8uLPyimGKHrtaQMC6841rD/nuVp3kY2ikZNzAXFxCTidXQyzRYTJbIHZIuJ0drH7CywxvPacx7pzTaDVn06n9XURHBKQoTMiIgJabe03orS0FIIgIDIyss7HiiJ8ciH66nkDAevONaw/5zlbd1szMrHmo2V4cNykysdfPUeQvRe89pzHunNNoNSfv70Gyc1ed4fk5GScPXu21u1nzpxBfHx8nUstERF5C7fdJKJgE5Chc9CgQTh//jxOnjxZdZvBYMCuXbswePBgH5aMiIiIKDhJrnu9uLgYRmPlmEqz2YyKigoUFBQAqOw2N5vN0Ol0AIDy8nJYLJaq4+Hh4YiIiMCtt96KDh064Nlnn8WsWbOg0WiwaNEiGI1GTJrE1gUiIiIib5Nc6Jw6dSr2799f9XNeXh4yMjIAAOnp6cjOzsZ7771X4zH9+/cHAIwcORJz586FQqHAsmXLkJ6ejokTJ8JgMKBbt25YvXo1mjdv7r0XQ0REREQAJBg6V69ebfc+U6dOtXufJk2aYN68ee4oEhERERG5KCDHdBIRERGRtDB0EhEREZHHMXQSERERkccxdBIRERGRxzF0EhH5mFKlQkJ8PJQqla+LQkTkMQydREQ+tm7jdkQ2isK6jdt9XRQiIo9h6CQiIiIij2PoJCIiIiKPY+gkIiIiIo9j6CQiIiIij2PoJCIiIiKPY+gkIpKAB/5voq+LQETkUQydREQS8OC4Sb4uAv1/e3ceH9P1P378NZlksookJEESsYSEBElIxFKxK82X8rWn9bF8+Lb9omhVSz908VWl1FJbJFQkQdGoJfblE4lEamsoqtE0xBIRwky2mczc3x9+c5sU/aCYMOf5Vx6TSXvu273nvO+557yvIAjPlEg6BUEQBEEQhGdOJJ2CIAiCIAjCMyeSTkEQBEEQBOGZE0mnIAiCIAiC8MyJpFMQBEEQBEF45kTSKQiCIAiCIDxzlqZuQFUgSZL8c3Fx8XP9fysUUFRkRXFxERWaITwCEbu/R8TvyYnY/T0ifk9OxO7vedniVzFnkV6AAxJJJ5X/0cKCGpuwJYIgCIIgCI+vuLgYBwcHUzfjL4nH64IgCIIgCMIzp5BehPnYZ8xgMHDz5k0A7OzsUCgUJm6RIAiCIAjCX5MkSX5aW7NmTSwsqvZcokg6BUEQBEEQhGeuaqfEgiAIgiAIwktBJJ2CIAiCIAjCMyeSTkEQBEEQBOGZE0mnIAjCc6DT6UzdhBeSXq83dRNeCmL7hlAViKTzBSA6C6GqMRgMpm7CC+Wnn35i+PDh3Lhxw9RNeaFoNBrGjx9PVlaWqZvy0hDXrmBKojh8FabX61EqlSgUCgwGQ5UvhVCVaTQarK2tsbKyMnVTXjhZWVmcOnWKa9euERwcTJMmTXBxcRHn5CM6evQoY8aMQavVkpmZSdeuXZEkSZRm+w80Gg09e/YkJCQEHx8fUzfnhVRSUkJ8fDy5ubk4ODgwZMgQPDw8xLX7iAwGAwaDAUtLkSo9LcpPPvnkE1M3QrhfcXEx77zzDlqtFn9/fznxFAPV4zt9+jTjxo2jTp06eHp6olQqTd2kF8axY8cYMWIEeXl5pKSkcOjQIZKSkggODsbV1dXUzavyMjIyGDlyJJMnT8bOzo5Lly7RrVs3cR3/BxqNhoiICIKCgliwYIGpm/NC0mg0DBgwgBs3bpCdnc2xY8fYsGEDPXr0wMnJydTNq/KKi4uZNGkStra2eHl5iXHjKRG3OlXU+vXrSU1NZdWqVfzwww8AWFhYiEcjj8G4LGHTpk2cP3+eL7/8kvT0dLFG7BFduXKFjz76iDFjxrBmzRqOHDnClClTcHR0JDIyktTUVEAs/3iYjIwMRowYwfjx4xk2bBht27blypUr6HQ6EbO/oNFoeP311wkODmbhwoUAlJeXm7hVLxadTsf7779P48aNiYqKYsuWLcyaNQt7e3vmzZsn1hc/gtjYWPbt28e8efM4evSoGDeeEpF0VlGXL1/G29sbW1tbFi1aJBLPJ2CcTcrJyaFPnz64ubkxdepU0tLSxCD2CK5evUp5eTkdOnRApVIB0KNHD95//32cnZ2ZPHkyJ06ckGfhhT8cO3aMYcOGMWnSJP7nf/4HgEaNGnHixAkyMzPFTOdD6HQ6IiIiUCgUfP755wBotVosLS2RJImUlBQ2b97M3r170Wg0Jm5t1XX9+nVyc3P57//+b2xtbVEqlXTu3Jk2bdpw/vx5cb0+gry8PEJDQ3FycuLDDz8U48ZTIpLOKkaSJHQ6HVevXuWtt97is88+w9HRkcWLF4vE8wlotVoMBgNdunTh888/lxPP9PR00YH8B1evXiU/P1+eFdHpdCiVSoKDg/H390etVjNmzBhycnKwsLAQs3f/X0lJCevWrePDDz9k1KhRwL21YQEBAbRq1YpDhw4BYlf2g1hZWdGxY0fy8vLYsmULt27dQqVSodfrGTFiBDNnzmTmzJmMHz+e999/n4sXL5q6yVWSWq0mOzubsrIy4I/KCa1bt6aoqIjCwkJTNu+FUFBQQOfOnZk7dy7u7u5i3HhKRNJZxSgUCqysrGjevDnW1tYEBATwwQcfiMTzCRgXgLu7u1OrVi28vb2ZPXv2AzuQigmTiOs9YWFh2Nvbs2rVKuBeQmCMU506dZgxYwahoaHMnz+fkpISMXv3/9na2jJ16lSGDx8uf2ZhYYFKpaJp06YkJSVhMBhQKpUiUX+ATz75hP79+zNr1ix27tzJnTt3mDhxIlZWVnz55Zds2LCB2bNnk5aWRlxcnKmbWyXVrVsXJycntFotgLyB0mAwUFRUZMqmVXkGgwFJkrCxscHV1RUPDw9mz55NrVq1/jLxFNfyoxEbiaoAg8GAXq9Hp9PJu+Tq16+Pn58flpaWeHl5UbduXY4fP87hw4epXr06fn5+lR4fi4Xh92g0GrRaLZIkYWVlhUKhoEuXLri5uWFhYUGNGjUICgri6NGjbN26lcaNG1OnTh15kXh+fj4ODg4mPgrTKCwsJD8/n9LSUhQKBc7OzkiSRGxsLDk5Ofj6+mJpacm+fftYunQp//znP6levTqHDh2ib9++WFtbm/oQTKqkpEQe5KtVq1bpd8bd6nXr1iUxMZHbt2/Tpk0bkahz72nE2bNnyc7ORqfT4ezsTHh4OAUFBSxfvpy7d+9iMBiYNm0aPj4+1KhRAz8/P4qLi0lMTKRXr15Uq1bNrGOp1+u5e/cuZWVlWFhYYGtrS+/evQkMDAT+OP/OnTvHjz/+SGRkJHZ2dvLfnz9/Hnt7e7Ot7mEwGNDpdJSXl8vjRqdOnWjQoAFKpRIXF5e/HDfu3LmDjY2NiY/ixSCSThPTaDTMmDGDVatWkZSUxIULF2jRogXOzs5YWlqi1+uxsLColHgmJyfj5OSEn58fCxcuJDExkY4dO8rr7szVyZMnmTp1KgkJCaxYsYL8/Hzs7e2pU6eOPDOsUCjuSzz9/f2pXbs2kZGRJCUl0b9/f1MfynN38uRJJk+eTEJCAsuXL+fatWs0btyY1q1b4+joyPfff098fDzff/89W7ZsYdq0aXTq1IlatWqxZMkSWrdujYeHh6kPw2QyMzP5/PPPiYmJYf369djZ2eHh4SEn4saESKVS8euvv3Ly5ElCQkJwcXExZbNNTqPRMHLkSHbs2MHq1atJSUmhtLSUli1bEh4ezt27d4mPj8fHx4eIiIhKpWvOnDlDdnY2I0aMMNtkCe7F8IMPPmDt2rUsXbqUGzduULt2berWrSt/x1giKT09nQsXLjBq1Ci5ZNLcuXOZM2cOgwYNMsvEqaioiOnTp7NmzRqio6PR6XS4ubnh5OQkJ5UPGjd8fX3x9vbmyy+/ZObMmQwdOhQLCwuzvvl5FCLpNKGioiL69u2LnZ0drVq1wsrKii1btnDgwAFcXV3x9PTEysqqUuLp5eXFiRMnSE9PJzk5me+//565c+fi5eVl6sMxqczMTP7xj3/QpUsXXnvtNZydndm9ezd79uzB3d0dHx+fSmWnatSoQYsWLTh+/Dhbt25ly5YtlJWVsX79erMrjXHmzBnGjBlDr169GDBgAO7u7mzcuBGtVkvXrl1p0qQJ//Vf/4WLiwthYWG89dZbdOnSBbi37vPEiRP069eP6tWrm/hITOPUqVOMHj2a0NBQ/Pz8KCsrIz4+Hn9/fxo2bCifc8bZ90aNGrF8+XLKy8sJDw8HMMu6naWlpbzxxhvUrVuX9957j169epGZmcnx48fx8fHBy8uLV155BScnJyIjI3F2dgb+iNUPP/yASqWiR48eZpt0FhcXM2jQIKpVq0b37t1xdnZm06ZNlJaWEhISIt/0GBPMEydO8NNPPzF06FCUSiWLFi1i7dq1REdH4+3tbcpDMYmioiIGDhyItbU1zZo1Q6lUEhcXh5OTE0FBQQCVrssaNWoQGBjI0aNH2blzJydOnCApKYlly5bh4eFhdtfwE5EEkzAYDNIXX3wh/fOf/5S0Wq0kSZJUXl4uZWZmSq+++qrUvn17KTExUSorK5N/Z3Ty5EmpWbNmUkhIiHTu3DmTtL8q0Wq10rhx46SPP/640uf79++X3nzzTcnPz0/aunWr/Ller5d/vnDhguTr6ysNGjRI/nfQ6XTPp+FVgFarlSZMmHBf7GbPni0FBwdLBQUF9/2NXq+XsrKypKysLOmdd96R3njjjUoxNSdqtVp64403pDlz5siflZaWSsOGDZN69+4tX79GxjitXr1aatKkibRo0aLn2t6qJDExUerbt69UWFgof3bmzBkpICBAWr169X3fv3r1qnTz5k3p9OnT0vz586WgoCDp/Pnzz7HFVc+XX34p/eMf/6j02fz586UWLVpIOTk5930/Pj5eateunVReXi4tXrxYatasmXT69Onn1NqqxWAwSDNmzJBGjhxZ6fOPPvpICgsLk27evPnQv718+bIUGBgohYSESGfPnn3WTX2piI1EJqJQKPj999+pXr26fJeuVCpp1qwZCQkJODs789VXX5GcnHzfpoOMjAyUSiXx8fH4+fmZ8jCqBEmSyM3Nxd3dHUBeV9e5c2cmTZpE+/bt+eijj9i7dy9ApTdxzJs3j4YNGxIXF4eVlRXl5eVm9fYJSZLIycmhdu3awB+7XF977TWKioru2x2s1WrZvHkzgwYNYvTo0dy8eZNVq1aZ7ca2oqIirl27RosWLYB78bS2tqZTp05cu3btvl3CxnOvR48edOzYkcOHD5vtBoRr165RVFQkz5CXl5fj7++Pn58fv/zyS6XvlpaW8t133xEeHs7EiRM5dOgQCQkJ+Pr6mqLpVUZubq68rMXY7w0ePBi9Xs+JEyfk7xnPMTc3N1QqFZMnTyYqKoqEhAQCAgKef8OrAL1ez+XLl+XjN/Z9/fv3R61Wc+7cuYf+bWJiIpIkER8fT5MmTZ5Le18W5jO6ViGSJKHX67Gzs+P27dtoNBp584rBYMDZ2ZnY2FiGDh3K4sWLCQ4OxsXFBYVCwYYNG/jmm2+Ij4+nUaNGJj6SqkGlUuHo6Eh6ejpjx45FpVLJyWNgYCDvvPMOJSUlLFy4EC8vLzlR/+STTzh58iQpKSlYWlqaXcIJ92JXUlIiD1DG4/f09EShUFBcXHzf93v27IkkSXh7e9OqVSuUSqVZxg7u3SgWFBRw4cIFunfvLt8gBgcHU1xcjFqtxtXV9b7HbrVr12bq1KnUqVNHfvRubo/mHB0dycnJIS8vD3d3d/n8sbW1Ra1WV/qujY0Nw4YNw8vLiwYNGuDh4SHeiMW9zX/Z2dnAHzvUXV1dsba2lsslwR+PiFu1akV+fj67du1i8+bNZp0wKZVKbt68yZkzZ4A/+r6GDRs+sO8ziouLY8mSJWzevFmMwU9AzHSagEKhwNLSkvDwcFJTUzl48CDwx2Jvg8GAk5MT8+bN4+rVqyxfvlz+2xo1arBlyxaaNWtmquZXKcY7+G7duvH777/L5X2MSSRAUFAQkZGR3Lx5k4yMDPlvR40aRWpqqlnOcMK92EmSxNChQxk9ejRw79zU6/Wo1WqUSqVcFcEYZ71ej4ODAwMHDqR169YolUr0er3Zxc7Izs6OV155hbCwMAB5PfDdu3dRKBR/uava09Oz0gY3cxMaGsqiRYvkJxQVy5dVXL9p5OzsTL9+/QgMDDT7hLNivzd48GDg3rVbXl5OSUkJcH8FBQAnJyemT59OUlKSWSeccC+GYWFh8vp045r/kpISJEl6aBWTtm3bsn37dvz9/Z9nc18a5jlSVBEREREcOnSIjz/+mNq1a9OqVSs58ZQkicaNG9OnTx8yMzPl2dCuXbuautlVinGw7tWrFzt27CA+Ph43Nzd5p6sxmezZsye7d+/mhx9+YNiwYUiSJG++MtekyRi7yMjISksOlEolWq0WvV4vV0Qwfnfy5MkMGTKEkJCQSt83R5IkYWdnx7x58+7byKLVaivF1GjFihV069aNBg0ayJ896HvmoFGjRpVmioznWFFREba2tpU+mzVrFsXFxcycOfP5N7QKMsZlyJAhlfouS0tL+cbxz+dVVFQULVq0YMCAAc+1rVWVhYUF7733XqWqLxVj9ucbwfXr19OoUSNatmz53Nr4MjLP3q6KUCqVjBgxgiZNmjB69GiOHz8uJ5wKhQKlUomHhwcajcZsB/ZHYVySMG/ePPR6PQsWLGDr1q3AvU7Y+JjJy8tLnlWp2KGYe2wflvQY69UZjRkzhszMTLn2n7kzxqZiwmmcgSovL6datWqVBrSRI0eSlJRklruEH0XF67DiObl48WLWr19vlqXM/pMH3SyXl5fLtTqNFi1axNdff222FSYe5kFlBrVaLSqVqlId0wULFjB79mxRD/spEEnnM1ZaWsq1a9ce+vvmzZszYcIEGjduzKhRo0hKSpIfj8C9kjTe3t5m+fjtUVlYWKDX66lduzbx8fEYDAYWLFjA0qVLAeSyIadPn8bNzc2UTX1h6HQ69Ho99vb2AIwePZqcnBx27twpl/ES7me8TsvLy9HpdPLAP2bMGK5evcqmTZtQKpVmsenKmIAbl3H8pw1TFb9vjOPChQuJiopi3bp14mbnEZWWllJWVibX3Fy4cCHR0dFs3LhRbDx9BKWlpZSUlMg3k4sWLWLVqlXExcXRsGFDE7fuxWd+zxSfI4PBwLvvvsvp06dZt27dfTMcxs41LCyMqVOnEhMTFz0scAAAHB1JREFUw6RJk+jatSuurq7o9Xq2b99OQkKCWRbtfRC9Xl9pRqTirLBer8fDw4OEhASmTZtGfHw827Zto2nTpuTm5qJWq4mOjq70d+bkYbH7M4PBgJWVFSqVitu3bzN79mwuXbrE9u3bzXb96+OysrJCp9NRUlLCpEmTyMnJMbv4Gc+t9PR02rRpA9y7ia5Tp84Dv2/chOXo6EhZWRlLly4lOjqadevWmf36uYrXrnEJ1oMYDAZUKhX29vaUl5ezfPlyYmJizHqX+uOytrZGpVKhVCqJiooiOjpaxO8pUkjmWq/jOSgvL+fAgQPMmzcPlUrF4sWLqVevXqXvVBz4tVot27dvZ//+/dy+fRtvb29GjBhB48aNTdD6qscYq7KyMs6ePSsX760YQ2PnfPfuXX788Uf27duHhYUFrq6ujB071mx3qT9K7P4sIiKCrKwsvL29zS5h+rOHDfQPi9/ly5cZMmQIBoMBBwcHduzYYZbxy8vLIzw8nEmTJvHLL7/g5ubGpEmT/rKYe1RUFPPnz0elUonB/k++/PJLOnXqRGho6F8mn4MHD+b8+fPo9XoSEhLMeuPp4167kiTRu3dv7ty5w+3bt80+fk+b+fR+JmBpaUmnTp1QqVR89tlnjB07lm+++aZS4lnxpFepVPTr14+IiAhUKhU6nc5s37TxZ8ZkUpIkxo8fT15eHpMnT6Zdu3aVSs4YH106OjrSpUsXeWdixf+OOQ368OixM5IkifLycgICAqhZsybR0dFmm6wD8nFrtVp++eUXVCoVHh4eODg4PLTckfG99dWrV2fbtm1mGT9JknB3d+fjjz/miy++wMHBgaNHjwJ/PVvXrFkzQkNDmTFjhnicWUFhYSGrV6+mpKSE0NDQB8bPWAmhWbNmXLt2jZUrV5r1pEXFGeKUlBTUajXW1tZ07tz5oQlneXk5Hh4e5ObmsnnzZrOO37MgXoP5jBgXcyuVSry9valfvz779u1j7969tG3b9i8XJBvf32ruG1yMjIN1SUkJFy5cID09naysLLKysvDw8JBrShoHf2Nn8qBkwNx2Cj9u7AD53GvdujUDBgww6zqckiShVCrRaDRERkayadMmYmJiuHDhAg4ODtSrV++++BkMBqytrenTpw+jRo0yy4QT/rih3rp1Kz///DMlJSXY2dkRFBRU6ZW0f+bl5UWXLl3kFxYI985DW1tbJEli9+7dNGvW7IHxMfZ/zZs3p2/fvma9aU2SJLm/nzhxItu2bWPXrl1kZ2fTpEmTh5bdUiqVhIWFMWDAgEpVJoSnQySdz4jxZN+8eTOOjo40b96cevXqPVLiaW5rDf9KxUG/X79+XLp0CScnJzw9Pfn3v//N77//joeHB15eXg9MnszZ34md8c06xuTAHG+AjGVndDodQ4cOpU6dOowdO5bmzZuza9cuTp48ib29PX5+fvfd9BgMBuzt7eVNbuaUcP65XI+1tTXDhg2jrKyMmJgYLC0tadWq1QMTT2MMjZv/zNWfY2iMka2tLYmJibi6usol9v7czxkMBmxtbR9aZ9JcGOPy2WefcerUKaKioujduzfdunV7aFF3Y7kpBwcHsdP/GRFJ5zOUnJzMxIkTKSkpwd/fH39//0dOPIV7jJ3A1KlT0el0LFu2jO7du9O9e3fq1avHxo0bycrKwtPT84Gzdubs78SuYvzMMZbGWZKysjJ+++031Go106dPp1GjRrRo0QJfX1/S09M5duwYnp6e91WYqPizOc2uV3yceeDAAY4ePYqtrS2BgYH4+flx9+5d1qxZg1KpJCQk5L6akuZ4rj2IMR45OTlUr15djou7uztqtZpvv/2WXr16PXD8EDH8g0ajISEhgcjISEJDQ3FxcakUs7y8vPuSc3O6Xk1BJJ3PkLe3N7a2tkRHR6NWq2natCkBAQGVEs927dqJxPM/KCoqYu3atfj5+dG1a1fKy8tRKBT4+vri5eVFbGwsly5dwt3dnbp164pOtwIRuydjfLvLxIkTWbx4MWVlZfTp0welUolCoaBu3bp4enqybds21Go1Xbt2NfvBquLjzPHjx7Njxw7S09P55Zdf8PHxwc/Pj4YNG6LRaFizZg2Wlpa0aNGC9evXY21tTc2aNU18BFXLkiVLGDduHHl5eSgUCurXrw9AzZo1SU5OxtLSkuDgYHGT/Rc0Gg1ff/01DRo0IDQ0FPhjNr24uJhJkyZRXFwsNgo9RyLpfAokSbpvYbxxTWdwcDA2NjZER0ej0WgqJZ6HDh3iu+++o2vXrmIqvwJj7Iysra3Zt28fZ86coW/fvtjY2KDX61EoFDRu3JgLFy7w008/kZubi6en50NLspgDEbunx8LCgsuXL3Pt2jUuX77Mq6++Ss2aNeUYG2c316xZQ+/evc3+5tGY+MyZM4effvqJpUuX8vbbbxMWFibXh3R2dqZx48bcuXOH2NhYEhMTOXLkCJGRkWbfB/75UXmtWrWoWbMmhw8fZtOmTWRnZ+Pk5ESzZs3kmrmRkZHyJkFzTzwftNRAoVBw7tw5MjMzadKkCe7u7vJ3ysrK2LhxI/b29rRv394UTTZLIun8G4yDj0KhkAf6r7/+mlq1alGjRg35sVFwcLA841lUVESTJk0ICAigdu3aZGZm8tprr5l9h1uRhYUFxcXFfPPNN3h5eeHo6EhJSQnJyclcu3aNoKAg7Ozs5E4mPT0dT09P0tLSKCkpoUuXLvc9IjYXInZP7kGvDjSuPczIyGDfvn107doVJycn+SYzPz+fkydPygmpuSsrK+Pbb7/l1VdfpWPHjnLdTeP5dOXKFapVq0ZISIj87vn/+7//M/sNGxWXJeTk5HDlyhU8PT0JCwsjPDyc+vXr8/3333PgwAFOnDhB//792bp1K+Xl5fI5as4qxu/WrVvcvn2batWqYWlpiZWVFevWrePWrVt4enrKb6VTqVTs3bsXHx8fWrZsKRL350QknU9Io9HQu3dv1Gq1/B7qtLQ0Zs6cSUpKCh06dMDJyalS4qnT6Vi7di0Gg4F69eoRFBREnz59xGD1AAcPHmTmzJncunWLkJAQWrVqxaVLl9i9eze3bt2iVatW2NjYoNVq2bFjBx9++CG1atVi5cqV9O7dG2dnZ1MfgsmI2D0+4+7y0tJSdu7cydGjR8nNzaVhw4Y0b94cJycnUlNT2bFjB23atEGlUqHVapk3bx42NjaMGTNGDFhAcXExCQkJuLi4yLNHxg1Dxnenq9Vq2rVrR4sWLejWrZvZ938VE6apU6eycuVKoqKiSExMRK/XExAQQKtWrXj99depVq0aGRkZxMXFUVhYiI2NDd26dTOrjWp/VjF+n3zyCStXrmTlypXs3LmTmjVr0rVrV2rVqsXq1au5cOECSqUSnU5HXFwc//73v5kyZQpOTk7i+n1ORNL5BDQaDX369KGgoIDU1FSsra1p2bIlXl5eVK9enePHj5OUlMQrr7yCs7OzPCNas2ZN9u7dS1paGpIk0a5dO7Pfpfkwnp6eeHh4sHr1ai5dukS7du3o0aMHv/32Gzt37mTr1q3k5OSwePFibt++zfDhwyktLeXEiRO8/vrrZj1zLGL3eIy78zUaDYMGDeL48eOkpaXxww8/cOrUKWrXrk337t2xt7cnOTmZDRs2cPDgQS5dukRubi5r167F0tLyoSWAXjZarZazZ8+yc+dOjh8/jlqtxsLCgurVq2NtbU1aWhqpqam0b98eFxcX4F7iqVKpWLNmDRqNhh49esifmzvj7Pq4ceM4f/487733Hn369KGwsJCEhATUajWNGjXCzc2NgIAABg4ciKOjI3Z2drz77rtm/2pfY/wmTJjAzz//zIgRIwgKCqKgoIDly5dTUlLCqFGjqFu3Lj/++CPr1q0jPT2dS5cu8c033zx0J7vwbIik8zEZDAamTp2Kp6cn8+bNo6ioiFWrVsllQJo1a4alpSUZGRns2rWrUsdbXFyMJEkMHDiQzp07m/0dvpFxNrjioG1paUmjRo1wdXVlzZo1/P7777Rv355evXphZ2fH9evXuXjxIo0bNyY6OhqlUkl8fDwFBQUMHDjQbF4bKmL39ykUCrRaLSNHjsTLy4uFCxfSr18/+vfvz+zZs8nJyaFjx46EhIRga2vLb7/9xt27d5k4cSJjx46V65iaQ1kpjUbDO++8w4EDB9i7dy8XL14kLi6OI0eOoNPpCAwMJDAwkMTERFJSUggNDa00c56SkoKPj4+8qcOcVbxmt2/fzq5du1iyZAktW7akXr169OzZk1u3brF582YcHBxo1qwZFhYWWFhYEBAQQKdOnR5aa9Lc7N69m927d7Nw4ULatGlD8+bNCQkJYfXq1XTo0IFWrVrRuHFjOnXqRJ8+fYiIiOCNN96gbt26pm66+ZGEx3b58mX556ysLGnKlCmSr6+vtGzZMvnz+Ph4qXPnzlL37t2lrKwsqbi4WFq4cKE0fPhwSafTmaLZVVpxcbE0YcIEKSUlpdLnZWVl0vr16yV/f39p0qRJUkFBgSRJkqTVaiW1Wi0VFBRIiYmJ0ocffiiFhIRI586dM0XzTUrE7smVl5dLkiRJqampUkREhHT+/Hn5d2lpaVJAQICUmJhY6W9iY2OlTp06SREREdK1a9cq/XdeZmq1WurSpYs0btw4KTMzUyopKZEkSZIOHDggjRo1SvL19ZUWLlwoSZIkHTp0SOrUqZPUpUsXae3atdLBgwel+fPnS6GhoVJWVpYpD8OkSkpKpJiYGOnmzZuSJEmSXq+XJEmSli9fLnXv3l0qLi6WJOneNWr03nvvSWFhYVJeXp4kSZJkMBiec6urFuPxV4zDihUrpPDwcOn27duSJEnS77//LoWHh0sff/yxJEmSdOXKFenWrVvPv7HCfcRM5xNwdHSUf3ZxcaFBgwYUFRXx7bffVprxtLa25uTJkyxbtoz9+/eTlpbGV199JS9kNmfSnxZtHz58mOjoaM6ePUuDBg3w8PAA7r0dokGDBlhYWBAfH49Go8HHxwdnZ2dUKhXR0dEsXboUZ2dn5syZI++SfZmJ2D254uJiSkpKuHv3rly8HeD8+fPExcXx+uuvU6tWLfbs2cOECROYMmUKAwYMICUlhT179hAcHEyLFi2wtLTk2LFjbNiwgZ49e1bqE15GWq2WcePGUadOHRYuXIi7u7u8pKBBgwb4+/tTXl7Ot99+S40aNYiIiKBt27acOHGC7du3k5qays2bN1m0aJFZv1YwLi6OlStXUlxcTNOmTbGzs0OSJI4fP86xY8do164dbm5uKJVKtFotSqWSgIAAoqOjady4sfwiAnN29+5duQqH8SlPZmYmqamp9O3bV357WHh4OJ9//jkAb731FhcvXiQ8PNzErRdE0vkUODs7V0o8VSoVLVu2JCAgAF9fXzw9PXFzc+PTTz81+/UjpaWlWFpa3veqyvr16+Pu7s6RI0dIS0urlDxZWVlhaWlJcnIyP/74I/b29oSFhQHg5+fHm2++SURExEufzIvY/T1nzpxhzpw5LFmyhD179mBtbS0n2vn5+Wzfvp2AgAB+++03pk2bxpQpUxgyZAiSJLFgwQJu3rwpr0Vs3rw55eXlZGdn07Nnz5d+Hey5c+c4cOAA48ePp1atWvLnxnPRxcUFb29vcnNzSU5Opn379jRs2JB+/foRHh7O4MGDGTBgAF5eXqY6hCohMDCQwsJCkpOTyc/PlxNPBwcHYmNjKSoqokWLFjg4OMilkPLy8khOTqZfv35mW9KstLSUDRs2sHz5cmJiYti0aRM///wzdevWpWbNmjg6OhIXF0dOTg4rVqygY8eOfPbZZxgMBgoLC9m5cye9evXCx8fH1Idi9kTS+ZRUTDxXr16Np6cnfn5+eHh4EBoaSrt27eS1nebq9OnTfPrpp5SXl9OgQQM5gdLpdCiVSvz8/HBwcCAtLY309HTq16+Pp6cnAIWFhahUKj766CN69eolz1DZ2NhgY2Pz0u/eFLH7e44dO8aoUaNo2LAhgYGB1KlThx49esjJoqenJ1lZWaxatYoDBw7w/vvvExkZCUBJSQnx8fG0bduWoKAgeYYlKCiI1157zSw2cuzdu5f9+/fzzjvvPHTNr7OzM05OTsTGxhIWFiaXQTImBea2VvjPjOdN27Ztyc3N5fDhw9y4cYMmTZpQt25dnJ2diYmJobCwkHr16uHi4oJCoWDt2rVcvHiR4cOHm+WrLTUaDcOHD5fLbfXo0QO1Ws3x48dZu3YttWrVom3btri6upKQkICDgwMzZszA2dkZSZKIiori6NGjvP322y/9E4kXgUg6nyJnZ2fq16/Pr7/+yvXr1+nUqVOlGp7m/FikqKiIjz76iLS0NPbv309qaiqXL18mICAAGxsbOTZNmjTBzs6O9PR0UlJScHNzw87Ojrlz51JWVsYbb7yBhYXFfUXQX2Yidn/Pzz//zFtvvcXo0aOZMmUK7dq1o3379vfNTrZs2ZLLly/z66+/Eh4ejlKp5M6dO0ybNo3CwkJmzZolb+QwbgIxl0Tq2LFjnDlzhpEjRz60GLmxFNyBAwdwcHCgdevWJmpt1WOskGC8SWzXrh25ubmkpKSQn59PQEAAISEhODo6EhMTw9GjR9m/fz8HDhxgx44drFixQn4jkTkxliZs0KAB06dPp3///jRv3pyePXvSokULCgoK+Pbbb/H29ub111/HycmJpKQkjh8/zp49e9i/fz+7du1i5cqVNGzY0NSHIyCSzqfGOAi5uLhw/vx5Lly4wKBBg+QdreaccMK9x7xnz56ltLSU5cuXc+XKFQ4ePEhsbCy3bt3C3t5efmzXtGlTHBwcyMzMZO3atSQlJWEwGFi+fLkcT3NKmkTsnlxpaSnz588nMDCQCRMmAMiF3cvKyigsLOTQoUNkZ2fj6+tL69atKSgoYO3atWzatImMjAwsLCxYt24dVlZW8myVuVzPxuRSo9GwZcsWvLy88PX1feDxGz9btWoV9evXp02bNs+7uVVKaWkpe/fuRalUUq1aNZRKZaUKB+3atePy5cskJydz8+ZN/P39ad26NW3btiU/Px+dTkft2rX59NNP8fX1NeGRmIZGoyEiIoKWLVsyb948eZbSmLjXrl1bfjtTbGws3bt3p0OHDrRv3578/HwMBgPe3t7861//Msv4VVUKSZIkUzfiZXDjxg35Mdunn37KzZs3+eqrr0QdTv4YuIxr4iZNmkRkZCTXrl0jJiaG7Oxs0tLSePPNN/H396d3797Avc0dZ8+epbi4mCFDhsilaczhcbCRiN3fU1hYyODBgxk1ahQDBgyQC0lfuXKFVatWsWfPHvLz84F76+3mzp2Ll5cXGRkZlJaWYm9vT1BQkDxDbG7xM8rPz2fgwIHUq1ePzz77TF6bWXHGU5IkcnNzmTZtGv/7v/9r1jOdWq2WYcOGcerUKVQqFSEhIbi6utKlSxeaN2+Ovb29/Kh84cKF7Ny5kw4dOjB69GhcXV0pKyvD2tq6UuFzc6LVahkzZgynTp3i1KlTwL1k08rK6r7vHjt2jIkTJ9KxY0f+9a9/oVKp5Gv1z6+nFkxPzHQ+BRkZGQwdOpTU1FR27txJcnIyX3zxRaUF9+bM+EYSKysrrl+/zo8//kjHjh1xc3OjQ4cO3LhxgyNHjlBUVMS+ffs4ePAg1apVo169eoSEhNC8eXMsLCzQ6/VmN+iL2P09RUVFxMXFYW9vT6dOnbh+/TpHjhxh7NixnDx5kpYtWzJ+/HjatGnD/v37OX/+PBEREXh4eODt7U2dOnXkfwNzHPyN7O3tqV+/PitXruTOnTv4+vpSvXr1SjOeCoWCmJgYLly4wLBhw7C3tzdhi01Lo9Hw888/U1ZWhqurKx07duTUqVPs3LmT6Ohojh49SlZWFpIk0bNnT65du8b58+e5cuUKTZs2pVq1agBm+0patVrNTz/9xKVLl/j111/p1q0bSqXyga+qrVOnDqdOneL8+fMMHjwYpVJZKW7mGL+qTCSdT4HBYKC0tJSSkhK8vLz49NNPzbosyIMoFAqUSiXW1tYsW7aM4OBgGjRowO7du5k+fTqff/45b7/9NgEBAaSlpREbG8vNmzfp3r27PJtirnesInZPzsLCgt9++41t27axbds2EhIS2Lx5M76+vrz11ltMmTKFRo0aERAQgFqtJjU1lddeew07O7v7EipzV69ePXmzi/F1gj4+PhgMBrKzs4mJiSEhIYFly5bh7e1t6uaalI2NDYGBgeTl5XHr1i28vLyYM2cOAwYMwNPTE1tbW/bt20dSUhIbN26kpKSEM2fOcPLkSaysrAgNDTXbhBPuxS84OBiNRsP27dv59ddf6d69u3wDbezPjGWlNBoNR44cISIiAnt7e5FwVmHi8fpTpNfrzXqAf1Tjx4+XO9YZM2bw/vvvM2rUqEodRFJSEj169DDr2aUHEbF7fNevXyc+Pp7MzEwMBgM9e/aka9eu8nIY46O4OXPmcPbsWVavXi0Gq79w6NAhpk+fjlqtxsXFBQsLC2rUqIFWq2XWrFlmUe/1Ud24cYOoqChSUlLo2bMn7777rvw745riXbt2UVBQwI4dO1AoFERFRck7/83drVu3WLZsGZs3b6Zz58589dVXAPctO5g1axbHjh1j48aNot+r4kTSKTx38fHxfPHFF0iSxNSpU+VHIsB96+bMdU3Tw4jYPRmtVotKpUKj0VQqO2OM0Z07d5gwYQLNmjVj0qRJJmzpiyEvL4/MzEzOnDkDQOvWreVXrwqV5efns2LFCtLT0+nSpQsTJ04E7r8+CwoKsLS0fOlrvj6uhyWexjWepaWlfPDBB3h5efHee++Z9Qzxi0AknYJJDB8+HLVazebNm03dlBeOiN2TMybmFTfAqNVqJk6cSEFBARs3brzv94Lwdz0s8TTnzWmP42GJJ8CCBQvYtGkTa9euNcuyUi8asaZTeK6Mg/mdO3fIyMjA39+fOnXqiEH+EYjY/X3GpS+7du0iMzOTjIwMoqKiuH37Nt99912lskjCX/vzznVxDj6cvb09TZo0IS8vj8OHD5OXl0ebNm0q1XwVHs7W1paAgACKiopISkqS13guX76cFStWsGbNGrGP4gUhkk7huTJ2rq6ursTGxmJjY0P79u1Fp/sIROyejsuXLzNq1CgOHjzInTt38PHxYfHixVhZWYmZp8cgNlo9noqJ55EjR8jOzuaVV14RsXtEFRPPPXv2EBcXx+HDh1m3bh0BAQGmbp7wiETSKZiEo6MjOp2OFStW0LlzZ7EW7DGI2P091atXp2/fvgwYMICBAwfSo0cPsy4rJTw/9vb2NG3alKysLH755Rc6d+6Mra2tqZv1wjAmnnl5edy4cYNVq1bRtGlTUzdLeAxiTadgMhcvXmTu3LksWbJEbHh5TCJ2T5d4PCw8TwUFBUiSRM2aNU3dlBfSrVu3MBgMIn4vIJF0CiZlHOzFTuvHJ2InCIIgvEhE0imYnJhlenIidoIgCMKLQiSdgiAIgiAIwjMn6oIIgiAIgiAIz5xIOgVBEARBEIRnTiSdgiAIgiAIwjMnkk5BEARBEAThmRNJpyAIgiAIgvDMiaRTEARBEARBeOZE0ikIgiAIgiA8cyLpFARBEARBEJ65/wdDygPgRRFmYAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x575 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ap2 = [ mpf.make_addplot(df['UpperB'],color='g',panel=1),\n",
    "        mpf.make_addplot(df['LowerB'],color='b',panel=1,y_on_right=True),\n",
    "        #mpf.make_addplot(df['LowerB'],alpha=0.01,panel=2,y_on_right=True,secondary_y=False,ylim=(112,130)),\n",
    "      ]\n",
    "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,addplot=ap2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "As was mentioned previously,<br>the default for panel_ratios is that all panels are the same height *except* the main panel which is 2.5 times the height of the others.<br>**For the above example, this is equivalent to:**\n",
    "\n",
    "1. specifying **` panel_ratios=(2,2,5) `<br>**(panel ID's 0 and 1 are each 2/5 the size of panel 2, and panel 2 is 5/2 times as high as each of the other two panels)<br><br>\n",
    "\n",
    "2. or specifying **` panel_ratios=(5,2) `**<br>(main panel 5/2 times as high as the other panels, and all other panels 2/5 as high as the main panel),<br>\n",
    "\n",
    "\n",
    "Both of the above `panel_ratios` specifications have the same effect, and both are equivalent to the default.  Note carefully that the first specification requires that we have in mind that the main panel will be on the bottom.  But the second specification does not.  The second specification however requires that all panels, other than the main panel, be the same size (a typical practice).  However if we want any panels *other than* the main panel to differ in size from each other, then we must use the first specification providing a ratio number for every panel in use.\n",
    "\n",
    "For example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,\n",
    "         addplot=ap2,panel_ratios=(4,3,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/e09+1r5Gyq/05O/WPRWl/LKy/LQOoUQ0TTp79OjBmDFjePvtt3E6nZct1+l0PPHEE6W6F3PDhg2sXr2apUuXotNd+10ER5JSMZvtJT5eaSlK7sl/JCmVfyp6xTUqSdmpHi5cVVU5fCrVre09uf8rkXPvokvL/1rKuizLrvBn74nP2tcUVX6D5qwnJfPifZnhQf4sLGK4sMpWfvJ3656KVn7Z2Vlah1AimiadAI8++ii9evVixYoV7N+/n6ysLIKCgmjYsCF9+/YlNja2VPtdtWoVFouF22+/Pf+1vC+nXr160aZNGz755JPLtlNVNDkRtTpuReArZefpGDy1f18pP19yreXhqbKrLJ/HlcovJTO3Y9DF5+klLo/KUH7yd+ueilJ+5e09aJ50AsTGxjJq1Kgy3efo0aN58MEHC7z2119/MWHCBObOnUtMTEyZHk8IIYQQQlydTySdWVlZnDp1ivT09Ks2M7Zp06ZE+6xRowY1atQo8NqFCxcAqFu3rsxIJISGBs9Znz+0jcy2JIQQlYOmSWde7/Lvv/8eh8Nx1fUURWH37t1ejEwI4Ul5Yyvm/j9d42iEEEJ4g6ZJ53//+1/Wrl3r8U4eedq1a8e+ffu8ciyhrUtr0iB3LnOdUcOAhBBCiEpO06QzMTERgJCQELp06UKtWrXw8ytf3f+Fb7q0Jg1AtV3QMBohLpILIiFEZaVp0mk0GrFarSxatIi6detqGYoQQniFXBAJISorTafB7NGjBzqdjpCQkOJXFkIIIYQQ5ZamNZ2TJk3CYrEwdOhQHn/8cRo2bIjZbL7iupGRkV6OTpQn0mQphBBC+DZNk05FUQgKCuLIkSM8/fTTRa4nvddFUaTJUgghhPBtmiadU6dOZdmyZYDnpykUQgghSkrGlBWi7GiadOYNl6TX67nuuuuIiorCaJQ2USGEEL7B02PKSlIrKhNNk06Hw4GiKHzyySfceOONWoYiRLlS+B7WyvZjJT/UoqKQiRJEZaJp0hkfH8/69eu57rrrtAxDlEN5SYeiKKiqWuk6DhW+h7Wy/VjJD7UQZUMu4IQ3aZp0Tp48mdOnTzN27Fj+85//UKdOHS3DEeWIdByqXAr/MPra/iqyyl6rXtHJBZzwJk2TzrFjx2IwGFi7di0//PADQUFBVxyzU1EU1qxZo0GEQlwbi91J75mr8p9r/cNcOFGwO1z4GS4Oyxse6M/Cx8pP4lDWP4zu7m/QnPWcz7KiqqrXP2tvJ4GVvVZdCFF2NJ8GU1EUILf3ekZGBhkZGZetl7eOqLx8fRxOVcWnfpgLJwpO2wVUH4rP1xXX5JiSqV3tkCSBQojyStOkUwZ8F9dKmtO9y9u1ab52X5k0OQohRNnTNOlct26dlocXQlyFt2vTKlKSJ/dACiHElWmadApRWUgiUnlI87cQQlyZpknn8uXLr3ndO+64w4ORCOFZkohUbJdeVBS+37hwJzNfux9Za56+X1su+ITwHZomnePGjbumTkKKokjSKYQP0/qHXet7Qi+9qCh8v3HhTmbF3Y9c1iMhaP3ZFMfT92vLBZ8QvkPz5nWZc12I8k/rH/aKdE9oWY+E4O3PxteTXCGEdjRNOqdNm3bF15OTk9m4cSN79uxh1KhRtGrVysuRCeFbKlsTrQzeXn5pfQEihPBdmiadAwYMuOqyRx55hJkzZzJz5kw++ugjL0YlhO8paRNteVeRai5FQZV9ClshKjPNm9eLMmDAAObOncvMmTNZuHCh1uEIIYQopKQdgWTMXSEqL59OOn/55RcAdu/erXEkQpRMZWsOr+i0bO739XNJkkghxLXSNOmcNWvWFV+32WwcOHCAjRs3AmA2m70ZlhBuq2jN4YUTn8JzuftaIlTWtGzur2jnkhCi8tI86SxqyKS8nu29e/f2VkhCI9Lj1T2erg0rnPgUnsu9uERIOgYJX1HWQ1IJIa6d5s3rRQ2ZZDQaufPOO3nmmWe8GJEoLXfGSpQer+7x9dowb9cUaj1up9BOcRdgZT0klSg7UvlQ8WmadH766adXfF1RFEJDQ6ldu7Y0rZcj0uP42vnafXqenhXG2+RcrLx8/QKsIiv8PVL4NpziksjClQ+nUi9IrXQFo2nS2bZtWy0PL4RmfO2HUTqDCHFt3K1Fr8i3mhT+Hil8G05JLwClVrri8WrSmZSUVOptIyMjS7XdkiVLmD9/PsePHycsLIwOHTowZswYwsPDSx2LEEL4Cm/fo6h1Lb3WtfLu1qKXdPvCSerCx6SmT5RfXk06u3Xrdk1zrRemKEqphk36+OOPmT59OmPHjqV79+4cO3aMSZMmcfjwYRYuXFiqWCoSue9NiPLP27VB3q6lv2KSG1jFY8fXOqktrLgk1Zvf4+XtnssrxStJu7a83rzurbnWVVUlISGBO+64g+HDhwMQExPDE088waRJk9i3bx+NGzf2Siy+qvCXmSShoqKqyE2aFZ23k9zydquJJ+9fvmICfknCr3Vzd3FJsHRQ9T1eTTqLmvayrCmKwooVK9Dr9QVer1GjBgBZWVlei0UrJU0ipfOFqKjk3L5IhgzybcVdIA2as57zWVZUVfX4BZSnE3B3a5UlqSx/vJp0Tps2zZuHIyws7LLX1q5di9lspmHDhl6NRQvl+YdW6/vGhHsu/fykZtG7SjpkkPQQ9i3FfW+nZLp3T6iWn623b5UQvkfzcTrzOBwOjh49SkZGBiEhIcTFxZX5PZfr1q1j0aJFjB49muDg4Cuuoyi5D28YNGc9KZkWFEXJvWoN8mehJ+/HmZt7PIDwoOITAXfLwZ3tfa13d0WU9/l44ny/9PMrbxc85V1J/3aKS0LdveArDxeQ7vwN+FrXgMLxFE5ii4u3pO+nJOuXxfe6u/F78ntPC+XtfWiedKanp/Paa6+xYsUKLJaL1ezBwcHcc889jBo1CpPJ5PZxVq1axdixY7n99tt59NFHr7pebGQYgYGBbh/vWpzPshb4AzyflUFc1OW1s6V1adKuKEqB453PyrhseeFthyX8xN9pOQDUCA1gw3P9S3S8kryXyt6py9sURSE2MvfziY0M82j5X+ncqsjPy7uyvuDz9QvIwt9VRX2eV/rsS/qdXdz3rrvPC8dT+HiFv9eL+t4u7twu6fruyr2A+a7A80svYIqLp/D3XkWQleWndQglomnSmZWVxaBBgzh48OBlHYzS09NJSEjgt99+45NPPsHPr/QFO3/+fF5++WUGDhzIxIkTi/zDOJKUitlsL/WxSqLwe1ZVlcOnUq95+7yaUrhYc3np80v3f6VjFff8TGp2/o/FmdT0YmMrfLySvBdvdTATuVRV5UhSKrGRYRxJSvVo+Zfm3CvPz0X5kmNz0PDfn+c/t9id6K7yc+Pud3bhfXjiXCwcT+HjFf5eL2r74s7tkq7vLlUFq9/FVkrVeqHQ8qLjyfusvdW66A3Z2eWrf4qmSee8efM4cOAAADVr1qRZs2YEBgaSnp7Ojh07SEtLY8eOHXz22WcMHTq0VMf4/PPPeemll3j66ad5+OGHi11fVXMfWinJsQvc25OZ++VR+LlWsZVmfeE9FruTW2asyv/y9cUmTyG8wd2a2EHv+849k+D+9255/54vKp7LhhfLTPe5+EuqvMWvadK5evVqFEVh6NChPPvsswVqIK1WKy+88AJLlizhm2++KVXSuWXLFqZOncq4ceMYNmxYGUYuRPnm602eQpQXJR1HU3hOebh/uLLTNOk8fvw4er2eMWPGXNbkbTKZGD9+PEuXLuXw4cMl3reqqrzwwgu0atWKvn37kpycXGC52Wz22r2bQgghKqfyNorIpUlycUmbryV5cjHt+zTvSARXv/nYaDRiMBhwuVwl3mdSUhKHDh0CoGPHjpctHzlyJKNGjSrxfoUQQoiK6tIkuaQjH0iSJ4qjadJZu3ZtDh48SEJCAo8//vhlyz/++GPsdjsxMTEl3ndUVBT79u0rizB9hjTTCCGEEKK80jTp7NWrFwcOHODtt99m3bp13HDDDQQFBZGWlsbWrVs5ePAgiqJwyy23aBmm1xQeULvwDelaN9P40iDDQgghhChfNE06H3zwQVasWMGxY8fYuXMnO3fuLLBcVVViY2N58MEHNYrQu3x9QG2tk14hhPB10iIlxNXpvH3AS+c8DwoKYuHChfTs2TN/6Ja8h6Io9OrVi/nz5xMUFOTtMIUQQogSy7s4txlDCswrLoTQoKazQ4cOdO/enX79+tGpUyciIiJ45513SElJYefOnaSnpxMSEkLz5s0JDw/3dnhCCCGEEMIDvJ50WiwWVq5cycqVK6latSp9+vShf//+NG/enM6dO3s7HJ8mzTRCCCGEqCi8nnSGhoaSlpYGQEpKCgsWLGDBggXUrVuX/v37c/vttxMVFeXtsHySr99DKUmxEEIIIa6V15POLVu2sG3bNtasWcPatWs5deoUAEeOHOGtt97i7bffplWrVtxxxx3ceuutBAcHF7NHoZWSJsXS+10IIYSovLyedOp0Otq2bUvbtm2ZMGECe/fuZc2aNaxZs4a9e/eiqirbt2/nt99+44UXXqBLly7069ePHj16eDtUUcYKJ6klmflCCCGEEOWb5jMSNW7cmMaNGzNy5EhOnTrFDz/8wPr169m+fTs2m43Vq1ezZs0adu/erXWoooSKa34vycwXQgghhC+59DcOpAXvWmiedF4qKiqKYcOGccstt7B69WoSEhI4e/YsqqpqHZooBV+/J1UIIUTlVXju+OKSxsJJpsXuRBdYJf+5/M4Vz2eSzr179/LDDz/www8/cODAAYD8ZDMkJKSoTYUQQgghSqTw3PHFJY2XVqSAtNCVhqZJZ16HojVr1uR3KMpLNA0GA507d6Z///506dJFwyiFEEIIIYS7vJ50/vTTT6xZs4Z169Zx/vx5gALN5y1btqRfv3706dOHsLAwb4cnhBBCCCE8wOtJ56OPPpo/5WWeOnXq0K9fP/r160edOnW8HZIQQghRIcj4ycKXadK8rqoqoaGh9O7dm/79+9OqVSstwhBCCCEqFOnAWXol7VhU1ttXBl5POnv27En//v3p3Lkzfn5+3j68EEIIIcRlStqxqKy3rwy8nnS+88473j6kEEIIIUSJFK65lElM3OczQyYJIYQQQviKwjWXMkSS+3RaByCEEEIIISo+STqFEEIIIYTHSdIphBBCCCE8TpJOIYQQQgjhcZJ0CiGEEEIIj5OkUwghhBBCeJzPJp3z5s2jefPmjBkz5rJl69atY+DAgbRu3ZpWrVoxZMgQtm7dWmCdM2fOMHr0aNq0aUOLFi0YOHAgO3bs8Fb4QgghhBDiEj6XdKampvLYY4+RkJCAyWS6bPmaNWsYMWIEbdu2ZcmSJSxYsACj0chDDz3EgQMHALDZbDz44IOcOHGChIQEFi9eTGxsLMOHD+fEiRPefktCCCGEEJWezw0Ov2LFCrKzs1m+fDl33333Zcu//fZb4uPjGT16dP5rL730Ep07d2bDhg00aNCAlStXcvjwYVatWkVcXBwAU6ZMYdOmTXzwwQdMnTq1wD7tdnv+/48fP0ZgYKCH3l1BtrSz2Pyy8587s9LQO6z/BJWZu07e8gr+vMB7l+cV67mPnWtyLstzOZflXPbGc+yZnDhxDE/Kysq6eLhLchlf5XNJZ+fOnbn//vvR6/VXXP7GG29c9pqiKAAYDLlvZ+PGjcTExOQnnHnL4uPj2bBhw2Xb//nnn/n/v61nB7fiF0IIIYQA6PqR9471559/cvPNN3vvgKXgc83r0dHRV004r+TMmTO8+OKLREVF0a9fPwCOHDlCdHT0ZevGxMRw+vRpcnJyyixeIYQQQghRPJ+r6bxW69ev56mnnsJqtdKhQwc+//xzqlSpAuRWN9euXfuybYKCggDIyMggICAg//X69evn/3/l2i1UrRru4egvUhSoWyuUo6fTUFWvHdZnuJxw9m89J0/qOHXKQOoFHYGBKkFBLoKCVSIinDRo6EB/hTPVm2Wnqiq/nklk34XdhBjDCDWGEWIKIyo4mhrmWp49uIdU9nPPHVJ27pHyKz0pO/dUtPI7fz6FPt1vAgrmMoXNmzePGTNm0LNnzyu2GOeZPXs2b775JtOmTePOO+/Mf/3MmTO88oG/zEMAACAASURBVMorJCYmYrVaad68OWPHjqVVq1YlirfcJp3t2rVj+fLlnDx5kjlz5jBw4EDmz59PZGRkifeV1ywPULVqOBER1coy1CIpClSvHkam3Vgh/gCu1fFjOt6a6c/KFX7YbUqR64aEuujQyUGnzg5u7mynZq3cgvJW2e07v4uXt04iMWn9FZfXC21Ip9rd6BjVlXa1OhJgMHsumDJUWc+9siBl5x4pv9KTsnNPRS6/S3OZPKmpqYwbN45du3ZdsXP2pQ4dOsTcuXMvez2vc7bZbM7v5P3pp58yfPhwvv766yu2LF81xmte08eYzWbi4uKIi4ujTZs2dOvWjblz5zJ58mSCg4ML3FybJyMjA0VRCAkJ0SBiAXD2b4V33/bni8+MOBwKNWu5aNrMQZ0YF9F1nISHq2RlK2Sk5z6OHdWRuNHAqhVGVq0wAnBjGwe39bfR53Y7cVGeiVNVVU5kHGPun2+yaP98XKqLltXacH/jYWQ5MkmzpnLBksKelL/YcfZXDu3az7xd7+OvD6BzdE961+1Hl+heBBmDPROgEEIIUYziOmfncblcTJw4kQEDBrBw4cICy0raObso5SrpdLlcrFu3jqioKJo0aZL/ekBAANHR0Rw6dAiAuLg4fvvtt8u2P3r0KFFRUfj7+3stZpHLaoG575uY864/FotCjRouRo7O4f/uteHnV/S2Tifs/FPPxp8MrP7ej22/Gtj2q4EXnlfp2xcmTFaIqOb+JWuaNZXvjn7NL6cT+eVMIqezTgEQGVibZ9pMpm/cnfmd1i6VYUvn59Ob2HhyLWuPr+L7o1/z/dGvMen9ubVuP56+8b9EBl37laAQQghRForrnJ1n/vz5nDp1ig8++OCypLOknbOLUq6STp1OxyuvvEJsbCwffPBB/usWi4Vjx47RsWNHALp06cJXX33FwYMH8+9xsNlsbNy4kT59+mgSe2W2aYOByf8N4OgRPSGhLp562sKQoVb8A4rfFkCvh+tbObm+lZORo60cPqTjm6+MfLPcj6+/1vPrtmA+mJdJ4yauUsdodVi4d0VvDqbuBcBfH0B8ZGe6RPdiYOMH8TdcPdhgYwg9Y/rQM6YPk+Nf4/ezv7LqyNesOrqcrw4t4rujX/Nwiyd55LonMft5ZzguIYQQ4lqavk+ePMmbb77J9OnTCQ6+vHWuqM7Zy5YtIycnp0A/maL4XNKZmpqaP9aU0+nEarWSnJwMQHBwME888QTjxo1j5syZ9O/fH5vNxnvvvUdGRgYDBw4EoFevXjRp0oRnnnmGyZMnExQUxLvvvovdbudf//pXkcdXlNyHt+Qdy5vH9Aa7Hf78Q8+8BBMrv8ltFr/rHivPTrQQHu5erWS9+i5GP23hyTEW3n8rjNdf13HvgGDefDeLbj0cpdrnm7+9zMHUvXSLvoXHW/6b5hEtMeqNJd6PXtHRumY7Wtdsx7PtJvPZno9567dpzNoxnSX7FjCu3VRuu0qNqbdV1HPPG6Ts3CPlV3pSdu6paOVXFu/jueeeo1OnTvTs2fOKy0vaObsoPpd0jho1il9++SX/+ZkzZ1i7di1Agd5Un3zyCR9//DGBgYE0atSITz/9lNatWwO51b4ffvgh06ZN46GHHsJms9GqVSvmz59PzZo1izx+3VqhVK8e5qF3d3Wxkd4/ZllKT4edO2HbNlizBn78ETIycpc1awazZ0OnTiag6BuZS2rGDGjUCEaMUHjkwSCmT4cxY3JrR6/V5hOb+fCvWdQKqsXi+z+jakDVMotvSvQzPNnxIZ7/8Xne3/Y+o9f/i7WnvmJ239lEhXjohtQSKu/nnpak7Nwj5Vd6UnbuqSjlF+Rnc2v7JUuW8Ndff7Fy5coyiqhoPpd0zp8/v9h1BgwYwIABA4pcJyIigtdff73Exz96Oo1Me8lruEpLUXJP/iNJqT7fk87hgAP7dZw4rufUSR0nT+g4cVzHvr06Tp4omOWFR7jo193BzV3s3Nbfjp8fHD5VtvHklV2Pvql8vNDAE4+YGTtWR8JHTp6dmEOnzo5irwItjhwGfzkUFZWp8TNJPa8jldSyDRQ9/77+RfrUvo9xG5/km/3f8OPRn5jQ7kXubjhYs1rP8nTu+RopO/dI+ZWelJ17Klr5nTuXVuptk5OTmT59OhMnTqRatauP2lOWnbN9LunUmqqiyYmo1XGLc+K4jk0bDGzaYGBzoh8Z6ZcnSAEBKte3dNCwsZPGTZy0v8lBw8auAgmfJ9+bqsJN8Q6+XJHJtBcCWLPajwcHB9Ghk51nJ1po2sx51W1f3/YSR9IOcleDgXSNvtWjcTaq2pzFt6/mo53v8uZv0xi/8Um+P/INb3T9gGBjqOcOXAxfPffKAyk790j5lZ6UnXsqSvm58x42bdpEWloaEyZMYMKECQWWTZw4kf/+97/s3r27TDtnS9IpCrDZYPuvBtavNfDjOj8OH7pYg1mlqos+t9mJq+8iKspF7WgXUbVz/9X5wNxWMXVdvJ+QxbZf9LzyUgCJG/24q5+BxcszaX7d5YnnxpPr+Hjne9QwRzKx3cteidGgM/BIi6foUacPz2x4gh9P/sDd39zKB73+R3RwjFdiEEIIIbp3784333xz2eu33347Tz75JN27dwfKtnO2JJ0ay8nJHRJIKy4XHNinY3OiH5sTDfzys4GszNwqSr1epW373Cbyjjc7aNrM6RPJZXFubOtk8fJMPl9g5LkJZsaONrP82wxM/pCSk8w3h5by5cH/sSvlDwCmdXqbEJN3axrjwhqwsO83TNz0FMsPfsFdX/fg/R4LuKFGO6/GIYQQouIqrnN2w4YNr7hdjRo18pe50zm7MEk6NXQuWaHzTSGYTNDyhkBubOugTVsHTZo5+adTWJlTVTh8SMfPmw38vMXA1i0GzqdczCQjqrm4tbeNzt0cdOzkICS0fLY/KAoMHGLj160GvvnKyKvTFbK7juTLA5/jVHOz/LY1O/BA00e4uXZ3TWI06U28dvNs4kIbMHP7iwxe1Z/pnd7ltnp3aRKPEEKIiuVaO2cXxZ3O2Zftq2Thi7IUHKLSf4CNDT+a2PCjHxt+vDhKemSUiwYNnTRs5KRpMyfXXe+kTkzxzdguF5w6qePAfh0HD+g5fEhH6gUdaWm5M/ycPasUSDKDQ1R69LIT39FO+3gHDRq6KsxQEgDPv5DDhkQnn34YDI6jRDWL5O6GQ7ij/r3UDq6jdXgoisKIlk8TG1qf//z0GGN+fJhMeyb3NR6qdWhCCCHKuWvpnF3Yvn37LnuttJ2zC5OkU0MmE0ybkUNspIn1ien8utXA9m169u/Vc/CAnp/W+/HT+ouJaHCIStNmDqKiVKqGuwiPUAkOUTmTpOPwIR1HDus5cliHxXLlrFGnUwkNU+nc1c5N8Q7ax+fWqpZkeKHyQFVVUq0XOJt9mo92vkfaLSmw8DuCVy5j2dMOwkOvcVR6L+od259qAdV5aPW9/DdxNDaXlQeaPqJ1WEIIIUSZkaTTBygK1I11EVPXxv/dm/uaywVJp3Ts36dj1049f/1hYOeferZuufqckTqdSlRtF/Ub5taSNmjgpF59F+ERLkJCVQID8fg9mVn2TE5lniAp8wSnMk+QYUunaXgLWlVvQ7DRc3Pe7zz3Owv2JPBz0gbO5vyNzWnNXxZ7Y33q5ZxgzbJo3phm5cVXcjwWhzturHkTn/b+kge/u4upW57F6rDwcIsntQ5LCCGEKBOSdPoonQ5qR+f2DM+dZSc3iUo5l9tEnnJOR0qKQlqqQo2aKrFxTmLqujBdYex1q9NKcvbfHEg+TYolBb2iw6g3YdQZ8dMb0SkXM1G9oqeqfzjhAdUx6a88kLvNaSPVep4LlhTOZJ9md8qf7Dr3J7tS/uBExtErvx9FR6MqTWldoz1tasbTtmY81cw1SlwuLtVFlj3zn0cGG5L38ObmWfyRvB0AsyGQ6KAYqptrUt1ck0ZVm/JA00dw9g7gtm1O/rfQxPUtndx9n3sD6nrK9dVaM7/31wz7bgCv/vo8dpeNES3/o3VYQgghhNsk6SxnwiNUwiNUwIWqqhxK28/RtENsyTzBkt9PkJR5kjTrBdJtabkPayppttINdh5mqkIV/3CcLic2lxWb04bVaSHLnnnF9U16f1pE3EB0cAxRwXWICorGbAjkj+TtbP97K/su7GLP+Z0s2PMhALGh9WlVvQ01zLWICKhOuH8EwaZQbA4rFmcOOY4c0qwXOJp+mGPphzmafoi/s06jcnnnprY1OzCoyXB6xtx25ekrDTBrTjb33xXEpPEBREa56NCpdFNmelqziBYs7PMNQ1bdwcztLxFqqsKgJg9pHZYQQgjhFkk6yyGHy8H3R7/ho53v8UfytquuF+gXTIgxhJiQuH9q/mpQNaAaqurC5sxNIu0uW4EkzuFykmJJ5lz2Wc7mnCEp8yQGnQGjzohRbyLQL4h6oQ2p4l+VKv7hhPtXo3HVZjQLb0FcWEMMustPqQEN7gMgw5bOjrO/8suZRH49s5k/k3/jSNrBa37fwcYQGldtRpAxhCC/IIKMwTSuEUe3WgNoENak2O2bNXfy1ntZPDo8kCceDWTRlxk0bOS65uN7U8OqTfn41qUM/LYvkzePpap/BL1j+2sdlhBCCFFqknSWIzanjQV7PmTeztkkZZ0EyG+qjgyKpnZQHSKDalPFP5wgv+ArJoBaCjaGcHPt7vlDFOU4sjlwYS8pOcmcsySTkpNMhi0df0MA/np/TAZ/gv1CiAmJJSakHlX9wwtMGakoEBcVxuFT1z6dWdfuDiZNyWHKJDP/GhrE0q8zqFbdN4eFahp+He/3/IwHv7uLf//4CFX8w2lfq6PWYQkhhBCl4ltZySXmzZvHjBkz6NmzJ2+88UaBZdu2bePtt99m79696PV6mjdvzr///W+aNLlY25Wens6rr77KunXryMzMpH79+jz55JN07drV22+lTBxJO8iYHx9m57nfMSgG+te7hwebj6B5xPVah1ZqAQYzLard4PXjDhlm49hRHfMS/HnsoUAWLc/02R787Wt15I0uHzBq3TAe+2Egn/X9lqbh12kdlhBCCFFiPpd0pqamMm7cOHbt2oXpCr1ifv/9d4YNG0bfvn2ZNGkSFouFV199lWHDhrFixYr8SetHjRrFqVOnePPNN4mIiODrr7/miSeeYP78+bRu3drbb6vUVFVlyYGFTN3yLDmObHrU6cPz8dOpFRildWjl2vhJFg7s15O40Y+f1hv+6azlm26N7ceU+Bk8t/lpHv3hflYM2ESoKUzrsIQQJaSqsOsvPZsTDZxPUcjIUEhPV7BYFOrWddLsutxxmePquTD43K+zEO7zudN6xYoVZGdns3z5cu6+++7Lls+bN49atWoxbdo0dP+M//Piiy9yyy23sHLlSoYOHcqvv/7Kzz//TEJCAu3a5U4rOGbMGH7++Wfee+89EhISvPqeSutMVhIv/jyB745+hb8+gBc6zOS+RsMKNDGL0tHrYcQoC4kb/fhsvsmnk06AgU2GczjtIPN2zWbCpqeY1W2enAdC+DhVhbN/K+zZrWfdGj/W/uDH32euNm7dxeHwzGaVQQ9YeXyktdzOClcRqSrs+E1P0kkdii53lBmdDhRA/Wc5wI1tHERUk8/tSnwu6ezcuTP3338/+qu0d7788svk5OTkJ5yQO0coQHZ2NgCbNm3C39+f9u3bF9i2U6dOzJ49G5vNhtF4hR7OPiLDlsacP99i3s73sThzaFK1OW90/ZD6YY20Dq1CadveSf2GTn5ab+DEcR3RdXyzU1GesW2eZ+vpTXx/9Gu+2PepzFokhI9RVdj2i57ly4zs3aPn0EE9mRkXLw79/XNngOvS3U7t2i5CQnIn+PDzg0MHc8dk3rVTz9bNBj54358lXxgZ9W8L9w+y4Xf1IZqFh2Vnw9dfGpk/z8S+vcXfi9Wjl533E7K8EFn543NJZ3R0dJHLzWYzZrO5wGvr1q0DoGXLlgAcOXKEWrVqYSjUPhETE4PD4eD48ePUr1+/DKMuG3aXnc/2fMSsHdO5YD1PqDGMMa0nMrjpv646ZqYoPUWBgYOtTH3OzP8+MzJ2nEXrkIpk0pt4s+uH3PFVV178eTw31mwvFyJC+IDMTPhqmZGFn5rYv+9iUlKjpovrW+ZOL3xTBzvxHR0EXGVCtNrRLjp3zW1xyUiH2e/6My/BxNRJZhbMM/H4SAt9+9mvOBaz8Iw9u3UsXWRi6WIjGem5Fw83d7HT7iYHqpo7iYvLeXF9Rcl9dO1h1yhi3+dzSWdJnTx5kqlTp9KxY0duuukmADIzMwkMDLxs3aCgIAAyMjK8GuO1+PXMZiZtepoDqXsx6k080uIpHmsxhhBTqNahVWgD7rLx2rQAFv/PyJNjLD7/hV4vrCH/bT+NiZueYsz6f7Gk3xq5IBHCS6xW2PaLgcRNBk6d0HH2bx1nziicOaPDblNQFJWbu9gZOMRKu5scBAeX7jjBIfDMeAsDB9uYOd2fr5cbGTsmkBmvuhj2kJXxY8v2fYmLLlxQ+GqZH0sXG9mzKzdFCg5RGfaQhcFDbdSN9e0WMV9XrpPOgwcPMnz4cKpXr14mE9FrISXnHFOXj+aTPz4BoE/sAMa1nUJkUNE1vqJsBIfA7XfYWPS5ie9X+tFvgO9fod7TcAgbT67ju6NfMW3rf5kc/5rWIQlRIVktsH+fnj9+17PxJz+2JBrIzi54L7XZrBId7aJ7Tzv3DbIRU7fskpLa0S5mvpPNYyMtfPSBia++NPLqSwG89zZMe82PW/v6/vdVefLbNj2PPhTIhfO5t++1j7dz1902buljp1ADqyilcpt0btu2jREjRlC/fn1mz55NaOjFGsHg4GBOnTp12TZ5NZwhIZ6bA7wkUq0X6L00nhRLMjEhcUy+6TU61e6mdViVzsAhuUnnZ/NN5SLpVBSFlzq+yc5zO1iw50NqB9fhX9eN0josIcq9pFMKP2828MtWAzv/NHDwgA6H42KSWb26i779bNzcxUGDhk5q1HSVujazJBo2cvHKjBz+PdbCpx+b+PhDf0Y9bmb8JAvDH7Z6PoBK4Nuv/Rj7bzM2q8K/Hs2t1awdLbWaZa1cJp1//fUXDz/8MB06dGDmzJmXdQqKi4tj/fr12O12/C65+/ro0aP4+flRp04db4d8RX46P66vdgNd6nXg/+o+jFHvr3VIlVLz65xc39LBtl8N7Nujo1ET3/+iCTWFkXDLYu5b0ZtXfnmOcP9q+TM/CSGuTeoFhcRNBjb+ZGDrFgMnjl+8H1OnU6lX35U/jNFNHew0buJCy0EjqtdQGTvewqD7/LntNpWXpwaQdErH+Ek5PjvWsK9TVZg9y8TM6QEYTSpvz86iz22+X/lQXl1t7AaflZKSwqOPPkqHDh146623rtgLvUuXLlitVjZv3lzg9bVr19KpU6cCiaiWAv2C+OCW/zGp8yRMBkk4tTRwiA2AzxaUn/sj64U1ZG6v/+GvD2D8xlH8dHKN1iEJ4fNsNpg728TddwTRtmUIT40IZMkXJv7+W0f7eDtPPZ3DZ4sz+GNvGqvWZjDjzWyGP2ylSVNtE85LdewIi7/KpHa0k3kJJp583Mw/g7eIEsjIgLFjzMycHkDVcBcLvsissAnnvHnzaN68OWPGjLls2bp16xg4cCCtW7emVatWDBkyhK1btxZY58yZM4wePZo2bdrQokULBg4cyI4dO0och88lnampqSQnJ5OcnIzT6cRqteY/t1gsvPXWW9hsNv7zn/9w/vz5/GXJycmkpqYCcP3119O1a1emTJnC1q1bOXHiBNOmTePQoUOMHDlS43cofFHf222Ehrr4comR3bvKT5VBq+pteKfbx6iojFw7lD+St2sdkhA+6+8zCoPuCWL6ywHs2G6gQUMXDz9m4dPPM9mxM40FX2QxarSVtu2dV+1l7ivq1XexeHkmza9z8P0qI7f1Cmb7r+Xnu0trmzYY6NMjhOVLjdSr72TJV5nc0NpZ/IblTGpqKo899hgJCQlXnHBnzZo1jBgxgrZt27JkyRIWLFiA0WjkoYce4sCBAwDYbDYefPBBTpw4QUJCAosXLyY2Npbhw4dz4sSJEsXjc0nnqFGj6NixIx07duTMmTOsXbs2//nKlSvZtGkTGRkZ3HLLLfmv5z1Gjbp4X9vrr79Op06dGD16NH369GHHjh0kJCTQrFkzDd+d8FX+AfD0sxaysxWGDgxk/z6f+9O4qq51buHljm+T48jm0R8GkpR5UuuQhPA523/Vc0ffYHZsN9C5q50NW9P49ocMnp1oIb6jA1M5bGyqVl1l4eJM7rovg+PH9Nx3VxDTX/bH6tujv2kqMxMeewyGDgzidJKOYQ9ZWb4ygzoxvn9bVWlcOuHOpX1f8nz77bfEx8czevRoYmNjadasGS+99BJ2u50NGzYAsHLlSg4fPsxrr71GixYtaNSoEVOmTCEkJIQPPvigRPH43D2d8+fPL3L5nXfeeU37CQwMZMqUKUyZMqUswhKVwMAhNjIyFF6bFsAD9wfx+ZJMYuPKxxfRXQ0HcjLzOO/seJURa4fwv74r8Tf4eFWNENfApbr44di3OFx22te6mfCAiJJt74IFnxp5eUoADofCE09aePLflgpxD+Rvf2/l7R3T2dR4HQzsjfrNh8ydHclHS0/R7MZkul7fgEZx/tSJcRJbz4UWc6Koau5Dp7v8dZsVLBYFux10etApoNer6A1gMlEmn5HdDjv/0rMlMfe+3e2/GrBYoE6Mk2mvZdPupopXu3mp4ibceeONNy57LW+2u7yxzjdu3EhMTAxxcXH56xgMBuLj4/MT02vlc0mn1vIGd/Xm8S79V1w7T5TdY09YsdvgzdcDGHJvEJ8tySzTIVA86ckbnmHf+V2sPraC8ZtG8UaXD4qcKlPOvdKTsnPPtZZfUuYJntkwki1JF3/YmlRtTnxkZ3rH9adV9TZX3dblgtWr/Hhzpj8H9ukJClJ57c0set1a3u/ZU9lwbAPjVz/H5qSfAGgQ1pigjudIb34XSYvGkfN7f/5YWY8/Vl7cys8vt2NU46ZO6sY6sVpy537PSFfIzga704ndacfhcuB0qehc/uA0YrcrOB2gN4CfAfQGFZ1OLfDZORwKmZm5+8rMVMjOUnA6weEAlyt3RUXJnXlJp8+dHtJqUVDVok8AvV7FZAKTScU/IHdGJ3//3Od+RjAYcvcZGKgSUU2lWnUX1aur5OTAnl16du3Sc2CfHpvt4nGiarsYeL/C0EcyfP4WimtR3N9QcRPuFHbmzBleeukloqKi6NevH5A74c6V9hMTE8OyZcvIyckh4BoLU5LOQurWCqV69TCvHzc20vvHrCjKuuxmvgYBRpg2TcdDQ0L480/4Z14Bn7d04OfEJ8TzzaGldKjbhmc7PlvsNnLulZ6UnXuuVn6qqrLwr4WMXDmSNGsaN8fcTHzteNYeWcu2pG3sOb+ThJ3v0i6qHaPbj+auJnfhp7/YQXTlSpg4EX7/Pff5HXfAq68qNGx4+aQh5UFSRhJrD69lzZE1rDm8hqSMJADaRrXl+c7P07t+74sXmONh56EUZqxYzpLNv5F1pgakNEQ9dwN799Zj756iqjvdy8L0phz8g2wERjjR6Z2gc4DOgcPlxGJzYLU7sdlz4/SrYic40I+qISaqBAYRYAjCgBGXK7fm0/pPLajFAjk5Cjk5kHoBcnKuPR5FgQYN4MYboVu33EdsbF6Va8X42w3ys5XJftavX89TTz2F1WqlQ4cOfP7551SpUgWArKwsateuffmxL5lwR5LOUjp6Oo1Mu/faIBQl94v3SFIqquq1w1YIniy7h0bAoaMBLPrcxJj/WBg/qfzcJPVO1/kMWN6N8WvHE6GvS9c6t1xxPTn3Sk/Kzj1FlZ/VaeWZn0aw4vAyjDoj49pOZXjzEeh1eh5u8ixp1lQ2nlzHZ3s+YuupRO5fej81zZH0ibuD66vEsyGhL0s/y00ounSzM/rpHOKapqM3BHL4VNHVQqezTpF46kd+OZ078kmIKZRgvxBCTKGEmqpQxVSFMP+qBPuFcCrzBIdS93MwdT/HM44QagwjKrgOtYOiqRkYhcNlJ8ueSaY9gxxHNrUCo6gX1pDY0PoEG68+VrSqqpzNPsMvZzaz9fQmtp5O5HDagfzlZkMgfRv05f/qDaNTVHcUReFIUlqBfZj99Tz3f3cx9o7eLNm/kK8PvsGB1L1kZNngbDNIjQVjJpjSMZqt1KwSQqh/MMHG3Ider+Oc9SSnrUc5nXMYBxYU1UiYXzWCDeEE6kILtKLkODM5ad+JnWyygKvNOl7VP4KYkFj0ip5dKX9y3pHN+UuWBxtDqBfakEZVm3FTZCduiryZiIBqhcondwQChwPsNgWHA9LTFc4lKyQn6zj7t4KfHzRp5qRxEyeXTk6oAkeSKtbf7rlzacWvdA3atWvH8uXLOXnyJHPmzGHgwIHMnz+fyMjIMtl/Hkk6C8m7/6SyHLci8FTZjf9vDuvX+vHxhybu/D8bDRuXj2b22kExvNP9E4atGsDo9Q+zrN9a4sIaXHX9ynDurfrWjw9mm8jKyq1FcTgUTCaVhx+3cve9tlI3k1eGsvOkwuVndVoZufYB1p9YTaMqTZnZZS6NqjbLXxcgxBhG37g76Rt3J7vO/cknu9/nm0NL+WjjSlj0IJwOwxB+jFqDJ7Arci13bz+P/Vc74f7VaF+rI+0jO9G2ZgecqpMTGUc5mXGcI2kH+fn0Jg6m7vXK+64WUIMQYyj+hgACDAH46YykWi9w3nKOlJxkHKojf10/nR+ta7QjPrIL8ZE307L6jTSuU53Dp1KLPf/89WYGN3mYwU0eRlVVknP+5lDqfv7OPk1kYG1iQuKobq5Z5G04LtVFlj2TQL8gdMrVO1g6XU5OZ53iSNpBzuWcxd8QgL/eH3+DmWBjCDEhdQk2XuzI4nA5OJi6l9/PbmfP+b845hKKjAAAIABJREFUknaQw2kH+D15G78nb+OLfbmz9DWu2oyW1W6kmrkmEQHViAioTogxFJ2iR6co6BU9SpAOY7CO6DgddRQFq9PCect5Vp68QKr1POnWNLId2WTbs8hxZlErNJxI//o0rtKcRlWbFXkR4OvK6vvHbDYTFxdHXFwcbdq0oVu3bsydO5fJkycTHBxMVtbllxIZGRkoilKiCXck6RTiKoJDYMKkHMaMCuS5CWY+W5J52c3wvqp9rY5MaP8SU7c8y2NrBrG03w8FvvAri+xseOH5ABb/L3eoEJNJxeAHfgaVs3/rmDDWzLdf+/Hy9Gyiakv2qKXchHMo60+splX1Nnx0y5Jik4FmES2YfvN7dMp8g4mvVSE7w0jY9T+S2ecekvzPU4VwYkLqEWwM5sCFvXx75Eu+PfLlFfelV/S0rtGOjlHdiI+8mQBDIOm2NDJs6aRbU0m15iYweUlMjcBI6oc1on5YQ2JC4ki3pXEy4zinMk9wJjsJo85IkDGYIL9gjDojpzJPcDjtAIfTDnAs/QgnM49jdV5sQVFQqOIfTmxofaqZa9Cy2o20q9WRVtXbYPa7WF1X2gskRVGobq5JdXPNEm2nU3TXlJTpdXpqB9ehdvC1Tb5i0BloXLU5jas2L/B6pi2Dv879zuakH9mc9BN/ndvB3vO7ShRzSTUIa0z3mN70jOnLdRGtikyuKxKXy8W6deuIioqiSZMm+a8HBAQQHR3NoUOHgNwJd3777bfLtj969ChRUVH4+1/70A+SdApRhNv621n8hZ3Nm/z4comRu+4pm/tnvGFIk4fZfe5PlhxYyNM/Pcb7PRZWmi9TgF079YwZaebwIT11Y528OSub5i0u9lQ9dFDHuP+YSdzoR58eIfxnXA733Gcrl0PnlHc2p41R64ax/sT3tKx2bQlnns8XGHluQig6HYyflMPwh1viVHfn1oBdkqE5XA52p/zJlqQNbD+7lQB9AHVCYokOrkt0cF2aR7Rw68IsPKAasaH1S7SN0+XE6rRgdVoJNoZg0MlPcpAx+J+m9U48zSTSrKkcSt1PSk4y5yxnOZeTTKYtA5fqwqU6ceHC6XIC6j+vqRj1RsL8q1LFVJUwUxWCjSEE+gVjNpgx+5kxh9hZu28Le1J2sSflL3am/M6BP/by/h9vUN1ckwZhTbC5rNicNmxOK6GmMOqHNaJeWEPqhzXGpDeSknOOc5azpOScI9OejsVhweK0YHNa6Bt3J93r9Na6KIul0+l45ZVXiI2NLTD0kcVi4dixY3Ts2BHInXDnq6++4uDBg9Svn3uO22w2Nm7cSJ8+fUp0TDnDhSiCosDkF3Po29PAKy/5062nnSpVykeNmKIoTImfwYHUvaw7/h1v73iV0TeM1zosj7PkwPvv+TPnPRN2m8L/3WNl0tScAvd2Qe7g2v9bmsn8ef/P3n3HN1XufwD/nIy2SWcKpdACFUSGUPYGZVkQBwjKVZkyRC/+8IoKolcFrmhxoFdUFAWZxQEicBFQBJUNIgjIHmV1QIEW2iRt1vn9ERvaNB3ZJ+nn/Xr1BclJTp7z5CTnm2d8nxC8N0uFGa+p8d7bKtzT14j7HjCg+90mOMilTB52KGc/Zu97Azsyf0WruPZYeO+KKgecn38ainfeUiEiUsS8BQW29DcKoeylTSFToGVcW7SMa+vJ4rtFLpNDLQsv1ZJJpUWHxqBtfEeP7U8QgIaJMUiQt7B1TecWXsevF3/CpvM/YFvGFuzI/KXM83Znbavya1hEi2SCzry8PBiN1owNJRfcAYDIyEg888wzmDp1Kt5//30MHDgQBoMBc+fORX5+PoYOHQoA6Nu3L5o1a4YpU6Zg+vTpiIiIwCeffAKj0Yhx48Y5VR5BFDki6cqVK4iPjwcA7D5wEjVrxlXyDM8p/gAUj8+hqvNl3b3/ThjmfhSGR/5RhNT39AGVKidbm4mH1vTCVf0VzO2zFH1vewBA8J17ogj8/JMCb85Q4dJFOaKjLZjxph4PDKw8Rc75czJ88VkoflyvRG6utTVYpRKRWM+COnUsSEi0oFa8CJVKtKVtuT1JjQjNTb/lPwxkZtGEgzd/wayt72H/lb0AgNZxHf4OOCtvbRRF4IN3rZ9JjcaChWlatEgO7nyLxYLtc+trldVfkbkIBYabCJGHWv9kIbheeBWn8k7gdO5xnLlxEmaLCTVUtVBTFYcaYXGICo1GqDwUoXIVwhRhuC3qdp+1Wl+9moPObRoDAC5fvoxatWqV2j5ixAjs3bvX4XNTU1MxePBgfP/991i8eDHOnDmD8PBwNGnSBBMnTkT79u1LvM5VpKamYuvWrTAYDGjTpg2mTp2Kpk2bOlVeBp1g0BmofFl3hXqg/z2RuHhBjr73GpD6rh7RMYHzhv1xeTeGrx8AuaBA2v3/Q6u4dj6tvxt5AtasVkIAUDNORM2aFtSMExGjEREVJbqcBFoUgcwMAft+V2Dt9yH47RclBEHEPx434IWXChEb69yBmUzA7p0KrF+nxM7tCmRnyWAyVfwLQ6EQcVtDCxo0MEOptCa0FmRAVJSIXn2M6NrdBKWywl1UC6Io4si1g1h7ZiV+OLsKl3VZAIB28Z3wRPN/IiXp/ipdqEURmDldhcVfhiI+3oJFywtwR+PAmOTnCbxmuCfY6q+yoFNq2L1OVAVhKmBRmhb/mqDGTxtDcOQvBT74WBswa/W2i++Mt7rPweSt/8STPz2Gbx/8EQ2iG1b+RDcVFQJLF4Xi049DceNG+eNJIyKtwadCYQ1AZTJr4FaSAGvrozpcRHg4IJOJOHzIGhgWS25pwow39WjZ2rX3RaEAut9tQve7rbOHzWbgao6ArCwZci7LUFhozR1oMACCWY09+ww4eVyO9LMynD5ZNnJetjgUMTEW9O1vxIBBRnTuYirzmGBnES1YfGQevjq+0Jb6J0yuwoiWI/BwwzFoUaO1U/v7+MNQLP4yFPXqm7F4uTZoly8kCkaSDToXLVqE9957DykpKQ6Xadq5cycmT54MANixY0eZ7dnZ2Zg1axZ27NiBoqIitGjRApMnT0abNm28XnYKTkm3WfDN9wV4N1WFRQtC8fjDEfjX84UY+1RRQIz9G3THY8jWZWL2vjcw9schWPHgj2jooQTJoggcPyZD7nUZjEbr0nOXs2WYNzcMmRkyhIWJeOqZQtSrb8HVKwKuXpXh6lUBN/IE3Lwp4OYN65/JLIPFbF1NxmKBNdIsfg0LyrQ6qtUiunY3ol0HMzp0NKFTF5NHlzeUy4H42iLia5sB3Apkra0lapzN0NnyBmZnyWCxWANViwW4dFGGDetCsOknJb79KhTffhWKkaOL8PJr+mrT8nm98Bpe+PUpbMvYDLkgx911+2DA7UOQknQfWjao53Rr06oVSnw4W4WacRYs+UqLevUZcBIFEskFnXl5eZg6dSqOHDmCUAdXcrPZjI8++ggLFy5EzZo1UVhYNmm3wWDA6NGjoVarsWDBAoSGhmLJkiUYM2YM1q5d6/SyUETFQkOBV6fr0amzCS+9qML776qw8tsQvPTvQvS91yj5sZ5Pt5yErIJLWH58Icb/9Dh2JP3m1v50OmDt6hAsWxSK48fKRnsymYghjxXhX88XonYd9/uyDAZAp7Uu22cwCKhbzwKFBL7FQkJQpsXtjsYW9OpjQlERsO03BWZOV2HJwlCcPCHDnE91Tnf9B5r9l/fi2V9GI1ubifbxnfF+zy+QEGFd1cSVz8mObQq8MkUNlUrEFwsZcBIFIgl8XZe2bt066HQ6rF69GkOGDCmz/cyZM1i7di2WLVuGtLQ0bNtWdkbZ+vXrcfbsWWzYsMG2QP2MGTOwfft2fPHFF/jPf/7j9eOg4JZyrxEtW5sw+20VVq0MwTPjw9GxswnPT9ajbXuzZPN5CoKA17u8g2xdFrZc2IjuX3bHC21noHOdu2yPMZmAndsV2PSjEgX5AuSKW2scC4K161smswacP21U4ubf3ebd7zaiSVPruEaF0poTs0+KEY2beC44CAkBQkJExGgA6/oi0hcaCtzT14R2HQrw7D/V2LVDiUH3R+LT+Vrc2Twwhmc4w2gxYvGRz/De7/+BSTRhXPL/4YX2r0Mpc71598QxGZ55KhwWC/DhXC2SWwVfvRFVB5ILOnv06IHHH38c8nL6yOLj47Fq1SrExJTfLbht2zYkJSXZAk4AUCgU6Nq1K7Zu3erxMlP1FF9bxDsf6DBydBHe/I8Ke3cr8NjDkahVy4I+fY3ok2JEl64myeV9VMgU+G/P+Xj+1yfx84UNGL5+AO6ufT/uU76NQ782woYflMi9XrWoOSJSxBNjizBsZBEaNGTLU0U0GhELl2kxa2YYFi0Iw+AHItD9bhPuf9CAe/oaERm4i6LY/HZxE97a8yrO3DiJCGUk3rl7ri1bQnlEEbicLUAQgLhaou0Hm8FgndT100YlNqyz/gCaPlOH3vdUv3GxRMFCckFnZV3f0dGVp9NIT093uJ+kpCSsWrUKer2+yovTE1WmRUszlq8owM8/KfD9yhBs+02Jr5aF4qtloVCpRHTuZkKPnkb06GWSTJegShGO8bHfoPb+q1i18Sq2pidjq9kaHavDLRg42IAHBhhQr74FZhNgNFnXOLZYAIh//wvr+sb2+S+pfAoF8Or0QrRoacaHs8Pw6xYlft2iREioiI6dTEhItCAuTkTNOAtiYkTI/p5UJZcBgswakMnlt1qci2fKy2XWCVhKJaAMsbZKh4bCOulKLSI0zPqcksMTACBGI0Klcn2VGwAwmUSs23EWn/+8GSfPFgJ5r0Kjb4/EiPpYt0uJ32tbEF/bmm7KOt7XOhErPxf440AETp2UoyBf+Lt+RNSuY01PdeqkHPk3rfeHR4h44SU9ho8KnMUZiKgsyQWdnqDValG3bt0y90dERACwrhfKoJM8SRCAlH4mpPQzoVAP7NyhwM8/KfHbFiV++dn6BwD16puR3NKMlq3NaNnKhJatzAjz8an45wE53psVht07lQAiATRAjYQb0CWsgb7BCtRsdwzD7vnAowmZqbSHBhsxcJARfx2S44f/KbF+XQi2b/Xe7CLZ30Gp0Vg2ugwJFaGJEaFSi6XW8g6PEFG3rgV161lQr74FsbHWJUQVChGQmbH90AX8ts2CS3/dBrGwHYB2tn3m/v3314HKSqZA7ToWtGlrgiAAWZkyZGbKcOmigJgYCx75hwH97jOiazfp9RgQkfOCMugk8qcwFdD7HhN632OCKOpx4rgMW39V4rdfFDh4QIH16+RYv8762OhoC4aNNGDk6CLUjPPuGMWTx2X44L0wbPrRmsm8bXsTXpikQNIdN1C7joh8Q2e8uWcdVp48isd+6I9xyRORknQ/bhTlIq8oFzcNN1AjrCZui2qE26IbIlwZ4dXy+osoisjWZeJs3imYLEaYRBMsFgsUMgWa12zl9NrV5REEILmVGcmtzJjySiGyswRczZEhJ0dATo4MN28IMJuts/YtFsBsEWz/L/lnNgOiaG2JNpkAo8EaXBYWAjqdAK1WgE4rwGwBwsNFhIeLUKutz83LE5CXKyA3V8DNbBkE4e9WTwG4eAE4dqSiS0Sy9Z/wK4hr/yu6dlChb9s7Ub++iLr1LBAEawaDy9kyZGcJMBgFhCitrbBKJdAmORzqmBuIjCp73ufnAyoVJDFJjIg8Jyg/0pGRkdBqtWXuz8/PhyAIiIoKgsFTFBAEAWjazIKmzYow/p9FMJmAUydlOHRQgT/3y7H+fyGY+1EY5n8eikEPGzDuKc+OjdTrgY3rlfh2eSh+32v9uDduYsYLL+nRJ8WE2+vG4GyGtYUrMiQas+76CH2T7se/tz+Hzw99iM8PfVjuvuPVdf5ei7gJ7tA0RYPoO3BNfwWnco/jZO4xnLt5BjVVtdBY0wyNYpriDk0ThMnVtvWSLaIFCkEBpVwJpSwEofIw1A5PqPJKHvmGm/jr6kEcyvkDB3P+wJkbp5AQXheNNc3QWNMMTWKb484ayVVab/503glsSF+DQzn7cfjqAVzVXyn3sXUj6qNtfEf0bdwTDVVt0Cimqdtr2stkQEKiiIRE6UyQMRiA8xeN+PHPw9h6+CyOZlxEocEEmEMQggg0qV8DD/aJxT/uaouIkOJcm6XLH9HIgtsblT2frSmnYDv37EVGeuGAiMjvgjLobNiwIfbv31/m/nPnziExMRFhYeynIf9QKIBmd1rQ7E4DHn0cePnVQnyVFoJFC0LxzfJQfPtVCPr2N+LpCUUuzdAVRSD9rAwH/lDg971y/LghxDYuLrmlCaPGFuHBgUbbuEBHete/F+sH78QXhz5EgTEf0aEaRIfGIEIZhav6Kzh38wzSb5xB+o1T2Jn5G3ZmOk67JBNkOJl7rNztjoTKw9BEcyfurJGMJrHNEaGMhEKmgFymgChacCbvFI5f/wvHrx/Bhfz0Mq93Ju8EtmVstt1XS10b/W57EPfeNhDt4ztDLrs1QdFgNmDT+XVYfnwh9mRtt90fGRKFrgk90ETTHGGKMMgFOeQyBbTGfBy88gcOXT2AtWdWYu2ZlQAATWgsOtbphi517sYDtz+MmFBNlY8XsLasFhhv/v3alY9Zd4ZFtCBbm4H0G2egM+mQEF4XiZH1EB1inYiZpc3AmbyTOHvjFHILr0EmyCETZJAJAo5dP4Ktl36G1lgA1AMib4/CfUn3o/9tA9EtsRdC5Fz7k4icE5RBZ8+ePbFmzRqcPn0ajRo1AmDN3blt2zbcd999fi4d0S1R0SKemlCEJ8YWYe33IX+v/x2CH9eHoNtdRgwfVYS77jaVO+4z54qAQwflOHxQgUMH5Th4QF5q5Z+oaAtGPGHAkMcMTqXn0YTFYkrHGRU+RhRF5Ogv43TeCZzKPY70G6dRQxWHxppmuCOmKepHNUBu4TWczD2GU7nHcfbGSRgtJsgF2d8tgwLMohlGiwFGswFakxanc0/g0NX9OHS17I/GkkLlYWheoxVaxrVBq7j2aBnXFrdHN8ZlXRZO5R7Dydxj+DPnD2y99DOWHv0CS49+gZhQDSJDoiETZJALcuQWXkNu0XUAQIuarfFYk1HonHA3kiIbQKhgZo3RYsTx638hXf8n1p/4Gb9n7cSP5/6HH8/9D6l7X8ODtz+C4c3GokVNxyvtnMw9hm+OL8aurK3ILbyO3MJrMIkmCBDQMq4detfrh171+6FZbIsKy2FfpvS8Uzh94yRO557AmbwTOHvjFNJvnEGhWV/m8WpFOARBsAaUFaipqoUHGz6MlNseQOc6dyFUHgCrIBCRZEku6MzLy4PRaARgTQRfVFSEnJwcANZuc7PZDN3fUy8LCwthsVhs28PCwhAZGYm+ffuiWbNmmDJlCqZPn46IiAh88sknMBqNGDdunH8OjKgCoaHAkMcMGDzEgE0/KvHZx6HYsU2JHduUCAsT0f1uE/qkGKFWizh2VI7jx+Q4dkSOy5dLd+tqYi3ofY8RbdqZ0LqtGW3alB+wuksQBNRS10YtdW10Tejh8DFx6njEqePRLbFnlfebb7iB49eP4FTucRSaC2G2mGASTRBFEUlRDdE0tjmSoho67IZPiKiLhIi66FEvBQCgM2qx9dJmbEhfjd1Z25FbeA0W0dq1r5Qr8Ujj4RjWdAyS46q+UplSpkTLuDZ4KLEXBtYfDbPFghPXj2DjubX45sQSrDy5DCtPLkOz2GQ0q9ECt0U1RFJUQ+hNenx7Ygn2X9kLAJALcmjCaqBBdCPEhMWiwHATB3P24WDOPnyw/03UCItDk9g70SimCRrFNEFiZH3IBTkECBAEAdf1V/Fnzh84mLMPR68dRpG59EIZMkGGuhFJaBB9OxpE34FwZTiytBnIKLiIzIKLEEUR7eI7oWF0YzSKaYw4dTwsogjx7/qppa6NVnHtSrUOExG5QxBFaS15P2LECOzdu9fhttTUVGRkZODjjz92uH3QoEGYNWsWAODq1atITU3F1q1bYTAY0KZNG0ydOhVNmzYt87wrV64gPj4eALD7wEnUrBnnoaOpnHVsU4zTy8FRcNedKAJ7diuw/n9KbN6kxOXssmMGIyJF3NncOgs+uZUZLVuZbRM4qiKY68/byqu74i77ZUfn4/fLuxw+t02tDnisyRPo32Ag1MrS+aaytBn47eImbL6wEfsv78ENQ16VylMv8jYk12xjDVA1TdAoujGSom+XbMskzz3Xse7cE2z1d/VqDjq3aQwAuHz5MmrVquXnElVMckGnP2RmZiIxMREA8N3/NiO2Rg2fvbYgAPXjo3Dh8s2g+AD4UnWpO1EETp1QYPfOMFhEoFEjI25vZELtBLNb+RWrS/15Q1XqTmvIR0bBRWQUXMCl/AsoMhvQu15fNNQ0rtJriKKI3MJrOHfzDM7dOIsc/WWIogUirJNv1MpwNI1tjmaxLRAd5tw4Un/juec61p17gq3+rl+7hocf7AMAyMjIQEJCgp9LVDHJda/7w+nTp23/L37ziIg8LQ3z/V0EIgpSp0+flnzQKdEVoomIiIgomLB7HdbJSxqNtXtq94GTUKvVPnttQQAaJMQgPTM4xpf4EuvOPaw/17Hu3MP6cx3rzj3BVn86nc42pjM3NxcxMTF+LlHF2L0OQKm8tfycWq2GWu27xaQFAQgPD4dabQyKD4Avse7cw/pzHevOPaw/17Hu3BPM9VcylpEqdq8TERERkdcx6CQiIiIir2PQSURERERex6CTiIiIiLyOQScREREReR2DTiIiIiLyOgadAWjZYq5qQkRERIGFQWcASluywN9FICIiInIKg84AM2RgCm7eyMOQgSm2+9jySURERFLHoDMIsOWTiIiIpI5BZ4BZsWYToqJjsGLNJn8XhYiIiKjKGHQGoGEjx/q7COViVz8RERE5wqAzAA0fNc7fRSiXfVc/g1AiIiICGHSSh+n1ulKTnFZ8s6xU4MkglIiIqHpi0BnghgxMgV6v83cxbCLCI6DX3SqPoaioVMssJz0RERFVTww6A5xep0NEeIS/i0FERERUIQadEjB37txSt+27oNklTURERIGOQaefPTIwBTNnzsQjJcZBluyCHjIwBZ9+NLvUOMlgwoCaiIioemDQ6Wd6nQ6ZmZm2cZDLFs9HVmaGLRjT63S4lJFRapxkSSq1GgXaAp+V11kl0zvZr6bUv08XvDtrBvr36eKv4hEREZGPMOiUmOGjxqFOQmKV0yKtWLMJKpXay6VyXcnjsA+gc3OvI1wdgdzc6/4qHhEREfkIg04JKtk6qFKrUTcxESp1+YGllJLFF2gLKiwrERERVU8MOiWoZOtgVZa9dDZZvDfHUapU6nLLah9AazSx0OoKoNHEeq08REREJA0MOgOAsy2ZlQWVnsyV2b9PlyqPyVyxZhP+OfEFW1C6YfMuTJ46DRs27/JYeYiIiEiaGHQGAGdbMr2ZgN0+oM3Nve7UmEz7Y5Hykp5ERETkOQw6g0z/Pl2Ql5db6r7KWj6d6W6fP++joE3fRERERN7DoDPI5OZehyiKpe6rrOXTmZZR+2UuBUEoNSbTnUlN/ft0Qee2TZhCiYiIKAgx6CS3PPPsi6XGZLrTXZ6bex0yQcYUSkREREGIQSe5hWMyiYiIqCoYdPqZSq1GQkKCz3Jb2o/5dDQGlIiIiMjTGHT62co1mxAbG4uVFeThdIZGEwtBEMrdbj/m09EYUCIiIiJPY9ApARMmTPDYvjZs3oWYGE252ysLSr2ZON4VUisPERERuYZBpwR4MugESs8gt+8+rywoXfHNMkkFet7MOUpERES+o/B3AcjzSk7ucTQTvKK0RoaiIk4OIiIiIo9jS2eQ02hiy6xt7kxQad/qqVKrfTbpiYiIiIIHWzqDnLvrmn8y5z2kLVlg288KD014IiIiouqFLZ3VXGUTi0RRlHSy9rlz5/q7CERERFQFkg06Fy1ahBYtWmDSpElltm3ZsgVDhw5Fu3bt0KZNG4wYMQJ79uwp9Zjs7Gw899xz6NChA1q2bImhQ4fiwIEDvip+wLCfWOTOMpa+dm/vLpg6dSru7c1lM4mIiKROckFnXl4enn76aSxYsAChoaFltv/888+YMGECOnbsiJUrV2LZsmUICQnB2LFjcerUKQCAwWDA6NGjcfHiRSxYsAArVqxAgwYNMGbMGFy8eNHXhyR5JQNN+/Ge9mure5NGEwutrsD2ev37dEFm5qVy12LPzb2OiIgISbfEEhERkZXkgs5169ZBp9Nh9erViI6OLrP9hx9+QNeuXfHcc8+hQYMGaN68Od58800YjUZs3boVALB+/XqcPXsW7777Llq2bIkmTZpgxowZiIqKwhdffOHrQ5K8iiYWxcRo3B4XWlUbNu/C5KnTbK+Xm3sd4erSQaWU0jkRERFR1UluIlGPHj3w+OOPQy6XO9z+wQcflLmveEyiQmE9nG3btiEpKQkNGza0PUahUKBr1662wJSkqbKZ9WlLFjClExERUQCSXNBZr149px6fnZ2NN998E4mJiRgwYAAAID093eF+kpKSsGrVKuj1eqhUKof7EwTrn68Uv5YvX9MpPq6PkjSaWGRmXkJCQt1bZSinPJKtPwmT/LknYaw797D+XMe6c0+w1V+gHYfkgs6q+uWXX/Cvf/0LRUVF6NatG7766itoNNYJMVqtFnXr1i3znIiICABAfn5+uUFng4QYhIeHe6/g5WiQEOPz16yKEIUcDRP9U7aTJ45h7ty5pVZsKlkeuUyw/euvMgYDqZ57gYB15x7Wn+tYd+4JlvrTapX+LoJTAjbo7NSpE1avXo1Lly5h3rx5GDp0KJYuXYqEhAS39puemQe12uihUlZOEKwnf3pmHkTRZy9bZQaTGWcz8vz2+vcOHFrq9UuWx2wRIZNZ//VnGQOV1M89KWPduYf15zrWnXuCrf50Oq2/i+CUgA061Wo1GjZsiIYNG6JDhw7o3bs3Pv/8c0yfPh2RkZHQasu+Efn5+RCE2jEIAAAgAElEQVQEAVFRUeXuVxThlxPRX69bmWEjxkqrXOXUk6TKGGCkeu4FAtade1h/rmPduSdY6i/QjkFys9crYrFY8PPPP+PYsWOl7lepVKhXrx7OnDkDAGjYsCHOnz9f5vnnzp1DYmIiwsLCfFLeYMBJO0REROQJARV0ymQyzJo1C++//36p+wsLC3H+/HnUqlULANCzZ09cvHgRp0+ftj3GYDBg27Zt6NWrl0/LTJ4zZGAKbt7Iw5CBKf4uChF5GdOjEQUfyQWdeXl5yMnJQU5ODsxmM4qKimy3CwsL8cwzz2Dr1q14//33cebMGRw7dgyTJ09Gfn4+hg4dCgDo27cvmjVrhilTpuDQoUM4e/YsXn75ZRiNRowbx5a7QKXX6XApIwN6nc7fRSEiL0tbssDfRSAiD5PcmM6JEydi7969ttvZ2dnYvHkzACA1NRWDBw8GACxevBgLFy5EeHg4mjRpgiVLlqBdu3YArDk558+fj9TUVIwdOxYGgwFt2rTB0qVLUbt2bd8fFBEREVE1J7mgc+nSpZU+ZtCgQRg0aFCFj6lZsyZmz57tqWKRBKjUatRNTERCYtl0WEQU3JYtns8x5kQBTnLd60TlWbFmE6KiY7BizSYA1uTxBQUFPlsbnoj8h93tRIGPQScFrI1bdqF+/frYuOXW2vCcfEAU+OwnDTqaRMjPOlHgYdBJQYWtIUSBz37SoKNJhPysEwUeBp1ERERE5HUMOomISNKKJxGq1GqfvSa774k8j0EnBZRhI8f6uwhE5GP2kwi9bcjAFHz60WwuREHkYQw6KaBUlDKlf58uyMy8hP59uviwRETkC778wcmFKIi8g0EnBbQJEybY/p+bex3h6gjk5l73Y4mIyF2OutOZo5Mo8DHopIBWMugkouDg6+50b+CYUKKyGHQSERF5WHVO6cSAm8rDoJOIiAIKx2/7l31QaX+7OgfcVDEGnUREFFC8PX7blRRN1al1zz6oZJBJVcWgk4iIqARXxpRWFngFS1BaWSuzoyVLA12wvHdSwKCTiIgkJ5By8lYl0AqW1sDKWpmDMd1UsLx3UsCgk4iIJMfTKZIqa61ypzUrGAOtkqpTS9+QgSl4IKWb7QeE/Q+K/n26oHPbJhxP7CIGnRTUqtOXJRE5VtkKQ/5YgSiQvptKtvRpNLHQ6gqg0cQCcK07XcrHrtfpcPivw7YfEPY/KHJzr0MmyEq19FY2sYpuYdBJQYtL2RERUHlLpKdbKvv36YK8vFzb7SEDU6DXl953oHTZ2o/h3LB5FxIS6mLD5l1V3kfJICzQvpdVajWSWySXO6nM0fEEynvrDww6KWgFe5cXEUlTbu51iKJou63X6RARHuHHErmusjGclU266t+nC96dNcMWtAba9/KKNZuwbtOOco/P/niYzqtiDDqJiMjrAr3LsaLyV9YaFuxKTvqyTzdV3ZYnrm7H6ywGnRS0XMm1R0TeIbUux8qCYPvZ8xWVv7LWsEDj7A+EkpO+PLGEqT9/oPC64V0MOiloaDSxsIgW2wD3YFi/mSgYeDp3o/1kFlfKU9m4Qndmz2s0sRAEweXn+1tlPxC8nc7K1z9QSga5K9Zswj8nvuDydcP+OkSlKfxdACJPcWZgOxH5TvG4t+QWyR7Z34bNu7Bs8fwqB4bFrVcJiXUdlsd+uyfKF8xj+jydzsqfhgxMQWbGJaxZ9Y0t0HTm+OzPHV6HKsaWTiIiCjjOBAb2vR72Xaje7hVRqdUo0BZ4Zd+eEOjjbd3h7sQm9qg5x6NBp8Fg8OTuiIgoSM2dO9dvr+2LcYclu6BXrNkElUqaYwTthxp4YiiEM93vTLZevbgVdFosFnz77bcYMWIE2rVrh9atW9u2vfDCC7hy5YrbBSQiouByb+8umDp1Ku7tfSvQkHJrm30aHPs0QI5U1BJrn8fTnypr6XNljKIzrdD2ydalnnLI0XjiQFqy1d9cDjoLCwsxatQoTJs2Dfv27YNWq7XlJdNqtfjhhx/w6KOPIicnx2OFJXKXlC9sRNVFbu51RESUTisjtdntJdmnwXElLU7JwMQ+j6eU2LcCb9i8C7v3n/DZWEVfpxxydrb6hs27MHnqtFL1EUxjXL3N5aDz008/xe+//w4AaNWqFZRKpW2bTqdDaGgosrOz/dqFQmRPyhc2IgpegRSYeLPlTmopiVwZahFI76XUuBx0rl+/HoIgYM6cOfj6668RHh5u2xYXF4clS5ZAFEX89ttvHikokbuk3m1DVF0tWzwfWZkZHu2J8Gavhrspm6TOm0GVuymJPIGNYf7jctCZnZ2N0NBQpKQ4HmzcqlUrqFQqjuskyeBKEUS+UzLoq6x1a/iocaiTkOjRYMfZXg1nWvdcWX+8MtVp6E/J99kXAXzJun1kYApmzpyJR0pMlOKYTN9xOegMDw9HUVFRuUHlkSNHoNfrS7WAEhFR8LOfEe3r1q2qzMC2DzR82WXqKHl8sA79qSyo9EYAb69k3ep1OmRmZpaaOMXuct9xOehs3bo1RFHE+PHjsXr1aphMJgDA1q1b8fnnn+Opp56CIAhITvZMMmAiIgoMjmZES+3C7s/ybNi8C888+6LttpRms3uaL4LKitj/AFGp1UhISJDMmNLqxuWgc+zYsZDJZDhx4gRefvllaLVaAMBTTz2FDz74AFevXoUgCHjyySc9VlgiIqLKBELC7pJBr5Rns3uCP7uv7X8ArVyzCbGxsVgp4XMjmLkcdHbo0AGzZs2CWq2GKIpl/tRqNd5880106tTJk+UlcgrH6rinOo0zo4pJ/VxwJlk73eKL2eRSa+Um/3ErOfyAAQOwZcsWvPXWW3jiiScwZMgQjB49GrNmzcJvv/2GQYMGeaqcRC7hl5177MeZST3wIO+R+pjDysrH7wLHAqFVmIKHwt0dREdHY/DgwZ4oCxFJXNqSBbx4U7Wj0cQiM/MSEhLq+rsoQcnZVuhli+fzeyhAudXSWVRUhP/+97/45JNPSt0/evRozJw5Ezdv3nSrcEREJE0VtXpX1mWr0cSioCBw8lw6mgzD7nrPqSyFUslzrSpLkJJ0uRx06vV6PPbYY5g3bx6ys7NLbcvNzUVaWhqGDh1qm2BERETBo6Lu7Mq6bDdu2YX69etj4xb/zGh2hT9TLFUnjgL8kueao3zLHPYTOFwOOhcsWIBjx45BFEWoVKpS2+Lj4yGKIs6cOYN58+a5XUgiIgoslbUETpgwwa+v7yxfB5kMpKrO2fHG3j73qHwuB51r1qyBIAh47bXX8Morr5TaNm/ePLz++usQRRE//vij24UkIiLvGTIwBQ+kdCuVTL1k0FOVZOv2KgvSvH3hD+SWyP59uuCTOe/5uxiS4I3lixl0+o/LQWdWVhZCQ0MxbNgwh9uHDh2KkJAQZGZmulw4IvIt+7FTXKu+etDrdDj81+FSydztV3EpmeuQ54Z3BXvezsqUbKV2ZflithJLl9vLYJYXVKanp8NgMEDNrP9EAaOibioGGlTMlUCgMpyYQ8UqaqW2n2jk6Hup5PeYL/KQUtW5HHS2bNkSoihi9OjRWLlyJY4ePYoLFy7g8OHDSEtLw9ixYyEIApo3b+7J8hJ5FH8Rl89+QL83Ag3yHW+f6+7u353u8GWL5yMrMyNgP8+O1mInxyr7XrIPQpmHVFpcDjpHjx4NQRBw4cIFvPbaa3j44YfRr18//OMf/8DMmTNtLaCjRo3yWGGJPE3qCa/JORUFHYEakHhKRee6fWuQK63a/vwsDR81DnUSEgN2HOeGzbsQE6Ox3WYQWrGKWsX541jaXA46u3btildffRUKhcLhMpgKhQJTpkxBjx49PFleIo9hd3FprkwWkZqKAh/+wCiffWsQL9z+ZR+EVmeO8nYG6o8LcnNFomHDhqFPnz5Yu3Ytjhw5gvz8fISHh6NJkyYYMGAA6tev76lyEnkcL6ylFU8WSW6R7O+iuGTIwBTo9brKH0geV/IHi7+6MTkmNDht2LwL/ft0KZW3sySuFhVY3F4Gs3bt2hg/frwnykJEPvTIwBQYCvUICVNhxerAG+9U3CJbHOTodTpEhEf4s0jkR8HW+sUg+paK6qKyoJSkpcpBZ2ZmJuRyOeLj4223qyohIcH5khFVA/5cQ1iv0+HY0SNodmf5k/2kfOErmd4HsI5LzMm54qfSBD533usVazahf58unKzhBq54VL7K6kLK31NUWpWDzt69eyM2NhY7d+603a7KQGdBEHD06FHXS0gUxNKWLJD0xUXKZbNXHPiQa5x5r9ml6XmB9FmTGtZd4HBqIpF9slpHE4gc/bli0aJFaNGiBSZNmlRm2759+zBy5Eh07NgRXbp0wZNPPoljx46VeszNmzfx73//G126dEFycjIGDRqEX375xaWyEJHjAf3Ozgj35Qzy6j5bvTLu1I+j9bEpcPCzQf5S5aDzoYcewv3331/q9qBBgyr9e+ihh5wqUF5eHp5++mksWLAAoaGhZbb/+eefeOKJJ1CnTh2kpaXh888/h16vxxNPPIGcnBzb4yZOnIg9e/bgv//9L1avXo27774bzzzzDP744w+nykPkjkD6cq8sifKGzbsweeq0UoGGszPC3Z1B7kx92r9WXl5utW0JdZSZwN33gl2agYuZHMhfqty9PmvWrApve8q6deug0+mwevVqDBkypMz2RYsWoU6dOkhNTYVMZo2ZZ86ciX79+mH9+vUYNWoUfv/9d+zevRsLFixAp06dAACTJk3C7t27MXfuXCxYwA8ced+QgSnIzLiENau+sY118+cYzspUZVyev8tecjiCs2M4RVEslalAyu9FIGDdEZGzXM7TOWnSJPzrX//y+PqwPXr0wMKFC1GjRg2H29966y18/fXXtoATgG1yk+7viQXbt29HWFgYOnfuXOq5d911F3bv3g2DweDRMhM5Yr9eNcAWBk9asWYTVCrXl7arTu+FfR7OYMjJSlRVbJWXDpeDzu3bt2Pr1q0eXzWhXr16kMvl5W5Xq9VlAtItW7YAAFq3bg3Auu57nTp1oFCUbshNSkqCyWTChQsXPFpmCgyOxiT6U7Anpx8yMAUPpHTzaWBT8uKi1+sqfO3q1t1eqm4c/CAqSWqfleoukIbp+BuTyUuby0Fn//79odfrsXnzZk+Wx2mXLl3Cf/7zH3Tv3h1dulgvIAUFBQgPDy/z2IgIaw6//Pz8cvcnCL7/89frBsOfM3W3ccsuTHl5GjZu2QVBKP3lVPyYtCXzPVc2ofikKn1f8f9zc68jPNyanN5fdWd/3sPZfVSwTa/X4fBfh6HX61zef2WvZ397xBPjbP+PiIgo9dqCIJR6r4u7231x7knhr2TdODo3S/5t3LILCYl1bZ8VVfjf433D1S6dC8FQf/78+2TOe+jfp4vt9ty5c516fsnvtbQl1nXqS97n7udSSn/2566jv2A79wKJy8nhBwwYgNzcXEyaNAm9evVCq1atEBMTU6rbu5izk4mq6vTp0xgzZgxq1aqF2bNne2SfDRJiHAas3tYgIcbnrxksnKm711950fb/kyeOoUWLFvjrr79s9327fFGpx7hDLhOgkMsglwlomGgtY4hCbvu/XCZAJhMg4NZ2X5LLBNu/jspXFRU9vrLjd4X98yt7fQC27dOnvY4JEyaUu90VUv7czp07t9TxlhQdFYn69eqifv365R7/c89OtG3bv+93tGjRAvv3/V7u67ny3kq5/qREJgA3b+Ta6rei99aRkt9rr7/yYpnvuZLvdTCoyvEEy7mn1Sr9XQSnuBx0jhgxAoC1teCnn37CTz/95PBxgiB4Jejct28fJkyYgEaNGuHTTz9FdHS0bVtkZCQyMjLKPKe4hTMqKqrc/aZn5kGtNnq8vOURBOvJn56ZBw8Pjw16nqg7g8mMsxl55d52h9kiwmS2wGwRbfssuX+zRYQIEZYS233JbBFt/zoqX1VU9PjKjt8VzrxfxcdXvP3egUNLPdZ+uzMC4XP73zkf4d6BQx1uW/7dRtzbpwuWf7ex3OO3r6/K3rt/DH2iynUZCPUnJSXP1eKWLWfqrrLPjf17HegqOp5gO/d0Oq2/i+AUl7vXS+bg9EaezoocPnwYTz75JDp27IhFixaVCjgBoGHDhsjKyoLRWDp4PHfuHJRKZYVrwoui7//89brB8Odu3aGS2+7u21pA6+1HBqTgZl4eHhmQAlH8u3tfa+3eL37O0kXzfVZ3KrUaCQkJUKnVLh9/RY+3P/57e3dBZsYl3Nu7i0/eL1S23c3P/Ny5c332XlX298iAFNx/TzfbuWV/rjn73rny+GEjxzm3P37vVfmveGiIq3Wn1+lKnQvDRoz1+zH58y/Yzr1A4nJLZ2pqqifLUWXXrl3DU089hW7duuHDDz90OOmoZ8+emDt3Lnbu3IkePXrY7t+8eTPuuusuKJWB1RxNwcnRmsGeXqGoorRAK9dswoB+3bFyzSaffHHl5l5HuDqiVNoid1U0K7VAW4C4uFoeey17c+fOLbcl0df0Ouv42eQWybbblzIybLcpsMXEaEp9T1y7dg339nZ9vXFOrCF/cSno3LdvH9LT05GXl4e6deuif//+qFevnkcKlJeXZ2uhNJvNKCoqsiV9j4yMxIcffgiDwYAXX3wR16+XvngplUrExMSgVatW6NWrF2bMmIHU1FQkJCRg2bJlOHPmDN566y2PlJPIWf5Yn9rZIFbKqUWGDEyBXl96tnVFx6ZSqbkWOAUl+5yzleFngaTC6aDz9ddfx4oVK0rdN2fOHLz66qt47LHH3C7QxIkTsXfvXtvt7Oxs2wz51NRUbN++Hfn5+ejXr1+Z53bs2BFLly4FAMyePRvvvPMOnnvuORQUFKBZs2ZYsGABmjdv7nYZicpTsmWxeIWfhMTAWZ9ayi0gep0OEeER/i5G0HD2B4aUf5BUN9budo3tNhc6oEDhVNC5fv16fPvtt2XuN5lMeOONN3DnnXeiZcuWbhWoOGgsz+DBg6u0n/DwcMyYMQMzZsxwqzxEFbH/si/ZsrhizSZeDErQaGKRmXkJCQm3gnDWj/84W+98n6SjRo0aWPvjdtuwGE8PyyHyFqcmEq1cuRIAULt2bUybNg3z5s3D888/j+joaFgsFixbtswrhSSSqspWtanOFwL7tdw9sXY7VY1KrUZyi2Rb3VP1xlZqkgqnWjqPHDkCQRAwZ84cW4tmjx490LhxYzz99NM4dOiQVwpJFKy8eTEoueKRqxMO3OFoDKsvg/DqfKHl+L3g4u65XJ1//JK0ONXSmZ+fj7CwsDJd6MVrnFe00g8RleXNi4Gj2eLVaTk9b9btvb274MKFC7i3961lNKtT3ZJv2Z/LziSGJ5ISp4JOi8WCsLCwMvcX32exWDxTKqIAVJW11P3d+ubJ7mxfH69KrUaBtsBj+3NHbu51RESUDug5VIB8hUEnBSqXk8MTkfO83c3ly9a2quTddPd4Sx7PijWboFJxjCIRUaByOmWSyWTCvn374GilofK2dejQwfUSEgUIR8nefWnIwBRkZlzCmlXfOBzTN2RgCm7eyMOQgSm27VJvMeGsXKLK5eXl+vW7h6iqnA46CwoKbOuulyQIgsNtgiDg6NGjrpeQiKqkslVoHG2fMGGCy2suO0qBVF35e9IWVW/OJosn8henu9crW2fdF2uvE/kKJ4eUb8PmXUhIqOtykFXZmFBHKxBJlb8nbTFFEpXE7y2SKqdaOgcNGuStchBJTmXd1eSeysaESnkFIo0mFtlZGahdJ7Hcx/hyaADPTyqJw1JIqpwKOlNTU71VDiLJqay72tEYyerG37Px/WXjll0Y0K97qVVhiIioYpy9TuSi4qBUr7vVBVzdgjD71hR26/lG/z5d0LltkwrTVRERSQ2DTiIPqs5dWkMGpuDTj2ZjyMAUj+xPSnk5nVWVHKbuyM29Dpkg4+QRIgooDDqpWivZMuntQCHYOWr5dYfU83JWlG6qKjlMiYiqGwadVK2VbJlkoOBfQwamVNpKKqXhC77OccqhC0QU6Bh0EkmEKy2twRSI6HW6SltJPTl8QRAEaDSxHtufN3l66AIFF40mNmDOZareGHQSSYSzLa0MRNzzzLMvOpVj1J8BvqeHLlBw2bB5V6lzOSQ0NKh+kFLwYNBJ5AQpfZHbByIqtRp1ExNtCcI1mlhodQUB3QLize50Z1tN58/7iAE+BYQhjw6v1pMaSboYdBI5IW3JAn8XoVwr1mxCVHSMLWeouysGSYGULpwR4RFVbmkMhoCfApeUPjdEJTHoJJIwZ1tW7VsGpTTxxl4wB2bBEPATEXkag04iCXO2ZdW+haPkbfvud39jYOa6YA7YiSh4Megkqibsu98pcDFgJ6JAxKCTiMgHpDQJjYjIHxh0ElWRFFYsCrbARcpjTj1NypPQiIh8gUEnURX5e8Wi/n264N1ZM4Jqmc5gmWXrjzGW1SlgJ6LgwKCTKED4O+il8m3YvAuTp07z6RjLYAnYiaj6YNBJROQBng4Cg20oBRERg04ioioo0Bb4NN0Ux4ASUbBh0EkkEYGee1GlViO5RbLLgZlKrUaBtsDDpfIclUrtcropZyehDRmYgps38rjsJhEFFQadRBIR6LkXV6zZhHWbdrgcmK1Yswkqlf8S13uzO9vZ8bh6nQ6XMjJsy25KLbE/EZErGHQSlYMXet/z54xs++5sKY2pZGJ/IgoGDDqJysELve9JaUa2u2MqKwugpRTUEhH5AoNOomqEuR19p7IAmhOFiKi6YdBJVI1IqSWRiIiqFwadREQO6PU6Sc0eZys1EQU6Bp1ELvLGRCMGFv6Tl5dbKqVRRHiEbfa4FLCVmogCHYNOIhd5Y6KRM4EFZ9d7liiKXltiVKOJhUW0BGwOViIiT2DQSSRRlSUU5+x633KnFXrD5l3Yvf9EwOZgJSLyBIW/C0BEjjmbUJzcIwgCYmI05W5n9zYRkXvY0kkkUfbLYgb6MplSFxOjkUxLJIdOEFEwYtBJJFEbNu/C5KnTbIGQo2UyOfEoMDkaOlEyWTyHThBRMGLQSfS3yloSHW33dtBn36Vr/3rs8g1M9kMnhgxMwacfzZZUiiYiIk9j0En0N0ctiZVt93XQxyDTdwq0BT7r3tbrdLiUkSGpFE1ERJ7GoJOohMpaLtmdXX2Me2oiu7eJiDyIQSdRCZW1JLKlsfrge01E5FkMOomIiIjI6xh0EhFJEIdyEFGwYdBJRATpBXns3ieiYMOgk4gIDPKIiLyNQScREREReZ1kg85FixahRYsWmDRpksPtO3fuRLdu3dCtWzeH27Ozs/Hcc8+hQ4cOaNmyJYYOHYoDBw54s8hEREREVA7JBZ15eXl4+umnsWDBAoSGhpbZbjab8d///hf//Oc/ERYW5nAfBoMBo0ePxsWLF7FgwQKsWLECDRo0wJgxY3Dx4kVvHwIRERER2ZFc0Llu3TrodDqsXr0a0dHRZbafOXMGa9euxbJly9ChQweH+1i/fj3Onj2Ld999Fy1btkSTJk0wY8YMREVF4YsvvvD2IRARERGRHYW/C2CvR48eePzxxyGXyx1uj4+Px6pVqxATE1PuPrZt24akpCQ0bNjQdp9CoUDXrl2xdetWj5eZiIiIiComuaCzXr16FW531PppLz093eF+kpKSsGrVKuj1eqhUKofPFQTrn68Uv5YvXzNY+KLuho8aG7TvDc8913mk7gQA4t/7EG7dVx3eD557rmPduSfY6i/QjkNyQacnaLVa1K1bt8z9ERERAID8/Pxyg84GCTEIDw/3avnKe11yjTfr7vVXXvTavqWC557rXK07uUyATCZAgICGiTGQywQo5DLIZdbb1QXPPdex7twTLPWn1Sr9XQSnBGXQ6Y70zDyo1UafvZ4gWE/+9Mw8iKLPXjYosO7cw/pznbt1FxWtQWbmJSQk1MXZjDyYLSJMZgvMFhFnM/I8X2CJ4bnnOtade4Kt/nQ6rb+L4JSgDDojIyOh1ZZ9I/Lz8yEIAqKiosp9rijCLyeiv143GLDu3MP6c52rdbdh8y4sWzwfw0eNsz6/eB/V7L3guec61p17gqX+Au0YJDd73RMaNmyI8+fPl7n/3LlzSExMLDfVEhGRr3AFJCKqboIy6OzZsycuXryI06dP2+4zGAzYtm0bevXq5ceSEREREVVPkutez8vLg9FoHVNpNptRVFSEnJwcANZuc7PZDJ1OBwAoLCyExWKxbQ8LC0NkZCT69u2LZs2aYcqUKZg+fToiIiLwySefwGg0Ytw4ti4QERER+Zrkgs6JEydi7969ttvZ2dnYvHkzACA1NRUZGRn4+OOPSz2ne/fuAIBBgwZh1qxZUCgUmD9/PlJTUzF27FgYDAa0adMGS5cuRe3atX13MEREREQEQIJB59KlSyt9zMSJEyt9TM2aNTF79mxPFImIiIiI3BSUYzqJiIiISFoYdBIRERGR1zHoJCIiIiKvY9BJRORnKrUadRMToVKr/V0UIiKvYdBJRORnK9ZsQlR0DFas2eTvohAReQ2DTiIiIiLyOgadREREROR1DDqJiIiIyOsYdBIRScCwkWP9XQQiIq9i0ElEJAHDR43zdxGIiLyKQScREREReR2DTiIiIiLyOgadREREROR1DDqJiIiIyOsYdBIRERGR1yn8XQApEEXR9n+dTufT1xYEQKtVQqfTokQxqApYd+5h/bmOdece1p/rWHfuCbb6KxmziAFwQAw6UfpN69ymsR9LQkREROQ8nU6HiIgIfxejQuxeJyIiIiKvE8RAaI/1MovFgqtXrwIA1Go1BEHwc4mIiIiIKiaKoq23tmbNmpDJpN2WyKCTiIiIiLxO2iExEREREQUFBp1ERERE5HUMOomIfMBoNPq7CFSNcSQdSQGDzgDALwuSGovF4u8iBJSDBw/iiSeewJUrV/xdlIBjNpv9XYSgws8u+RPzdEqY2WyGXC6HIAiwWCySn5UmZQUFBQgNDYVSqfR3UaDoRoAAACAASURBVALO6dOn8eeffyIrKwtt27ZFs2bNEBsby3Oyivbs2YPx48fDYDDg0KFDuOeeeyCKIrNkVEFBQQFeeuklTJo0CY0aNfJ3cQKOXq9HWloaLl26hIiICDz++ONITEzkZ7eKLBYLLBYLFAqGSp7Cs06idDodxo8fjxUrVgAAZDIZf6G66PDhwxg+fDi2b9/OLk4n7du3D48//ji+++47fPXVV3jllVcwcuRIHD9+nBetKti7dy/GjBmDF154AX379sWmTZsAgAFnFRQUFKB///4IDQ1lwOmCgoICPPzww/jtt9/wxx9/YOXKlRg8eDAuXLjAz24V6HQ6PPvss/jtt9943fAgnnkS9fXXX2PHjh348ssvsWbNGgAMPJ1VPCxh5cqVOH78ON5++23s3r2b3XVVlJGRgZdffhnjx4/H4sWLsXPnTrz00kuIiorCsGHDsGPHDgAc/lGevXv3YvTo0Xj22WcxcuRIdO3aFRkZGTAajayzShQUFOCBBx5A27Zt8f777/u7OAHHaDTixRdfROPGjfH5559j9erVeOuttxAeHo7Zs2cziKqCJUuW4Oeff8bs2bOxZ88eXjc8hEGnRF28eBFJSUlQqVSYM2cOA08XFLcmnT9/HgMHDkStWrXwyiuvYNeuXTCZTH4unfRlZmbCZDLh7rvvRkhICACgX79+ePHFF6HRaDB58mTs37/fNvyDbtm3bx9GjhyJ559/Hk899RQA4I477sD+/ftx6NAhtnRWoKCgAA899BDatm2LDz/8EAD4eXVSdnY2Ll26hIcffhgqlQpyuRy9e/dGly5dcPz4cX5eq+Dy5cvo2LEjYmJiMHXqVF43PIRBp8SIogij0YjMzEw8/fTT+M9//oOoqCh89NFHDDxdYDAYYLFY0KdPH7zxxhu2wHP37t38AqlEZmYmcnJybK0iRqMRcrkcbdu2RfPmzZGfn4/x48fj/PnzkMlkbL37m16vx1dffYWpU6di7NixAKxjw1q0aIH27dvj119/BcAJMo4YjUY88MADEAQBb7zxBgDrZ1ihUEAURWzfvh3fffcdNm3ahIKCAj+XVrry8/ORnp6OoqIiALcyJ3Tq1AlarRZ5eXn+LF5AuHbtGnr37o13330X8fHxvG54CINOiREEAUqlEi1btkRoaChatGiBKVOmMPB0QfEA8Pj4eNSuXRtJSUmYNWuWwy+QkgET69Wqc+fOCA8Px5dffgkAUCqVtnpKSEjAtGnT0LFjR7z//vvQ6/VsvfubSqXCK6+8gieeeMJ2n0wmQ0hICO68806sX78eFosFcrmcgbodpVKJnj174vLly1i9ejWuX7+OkJAQmM1mjB49GjNnzsTMmTPx7LPP4sUXX8SZM2f8XWRJql+/PmJiYmAwGADANoHSYrFAq9X6s2iSZ7FYIIoiwsLCEBcXh8TERMyaNQu1a9euMPDkZ7lq5NOnT5/u70JUdxaLBWazGUaj0TZLrkGDBmjatCkUCgXq1auH+vXr448//sC2bdsQHR2Npk2bluo+jomJ8echSEZBQQEMBgNEUYRSqYQgCOjTpw9q1aoFmUyGGjVqoE2bNtizZw/Wrl2Lxo0bIyEhAXK5HACQk5ODiIgIPx+Ff+Tl5SEnJweFhYUQBAEajQaiKGLJkiU4f/48mjRpAoVCgZ9//hlz587FuHHjEB0djV9//RWDBg1CaGiovw/Br/R6ve0iHxkZWWpb8Wz1+vXr4/vvv0dubi66dOnCQN2Bnj17IicnB5999hnq1KmDpKQkvPTSS7BYLPj3v/+Nxx9/HK1bt8bSpUthNBrRs2dPfxfZ78xmM27evImioiLIZDKoVCoMGDAArVu3BnDr/Dt27Bh+//13DBs2DGq12vb848ePIzw8vNpm97BYLDAajTCZTLbrRq9evdCwYUPI5XLExsZWeN24ceMGwsLC/HwUgYFBp58VFBRg2rRp+PLLL7F+/XqcPHkSrVq1gkajgUKhgNlshkwmKxV4bt26FTExMWjatCk+/PBDfP/99+jZs6dt3F11deDAAbzyyitYvnw55s2bh5ycHISHhyMhIcHWMiwIQpnAs3nz5qhTpw6GDRuG9evX45FHHvH3ofjcgQMHMHnyZCxfvhyfffYZsrKy0LhxY3Tq1AlRUVFYtWoV0tLSsGrVKqxevRr//ve/0atXL9SuXRuffPIJOnXqhMTERH8fht8cOnQIb7zxBhYsWICvv/4aarUaiYmJtkC8OLgMCQnBqVOncODAAXTo0AGxsbH+LLYkGAwGHD16FOnp6TAajdBoNOjRoweuXbuGzz77DDdv3rQFnI0aNUKNGjXQtGlT6HQ6fP/997jvvvsQGRlZbQP4goICTJkyBUuXLsXcuXNx5coV1KlTB/Xr17c9pjhF0u7du3Hy5EmMHTvWNoP93XffxTvvvINHH320WgZOWq0Wr7/+OhYvXoz58+fDaDSiVq1aiImJsQWVjq4bTZo0QVJSEt5++23MnDkTQ4cOhUwmq7bnYVUx6PQjrVaLQYMGQa1Wo3379lAqlVi9ejW2bNmCuLg41K1bF0qlslTgWa9ePezfvx+7d+/G1q1bsWrVKrz77ruoV6+evw/Hrw4dOoRRo0ahT58+uP/++6HRaPDjjz/ip59+Qnx8PBo1amSb8FL8BdKqVSv88ccfWLt2LVavXo2ioiJ8/fXXti+a6uKvv/7C+PHjcd9992HIkCGIj4/HihUrYDAYcM8996BZs2Z48MEHERsbi86dO+Ppp59Gnz59AFjHfe7fvx+DBw9GdHS0n4/EP/788088+eST6NixI5o2bYqioiKkpaWhefPmuP32223nXHHr+x133IHPPvsMJpMJPXr0AIBqm7ezoKAAY8aMwQ8//ICFCxdi+/btKCwsRLt27dCjRw/cvHkTaWlpaNSoER544IFS+RL/+usvpKenY/To0dW2hU6n0+HRRx9FZGQk+vbtC41Gg5UrV6KwsBAdOnSw/egpDjD379+PgwcPYujQoZDL5ZgzZw6WLl2K+fPnIykpyZ+H4hdarRb/+Mc/EBoaiuTkZMjlcixbtgwxMTFo06YNgNLpzWrUqIHWrVtjz5492LBhA/bv34/169fj008/RWJiYrX8DDtNJL+wWCxiamqqOG7cONFgMIiiKIomk0k8dOiQeO+994rdu3cXv//+e7GoqMi2rdiBAwfE5ORksUOHDuKxY8f8Un4pMRgM4sSJE8VXX3211P2bN28WR4wYITZt2lRcu3at7X6z2Wz7/8mTJ8UmTZqIjz76qO19MBqNvim4BBgMBvG5554rU3ezZs0S27ZtK167dq3Mc8xms3j69Gnx9OnT4oQJE8Thw4eXqtPqJD8/Xxw+fLj4zjvv2O4rLCwUR44cKQ4YMMD2+S1WXE8LFy4UmzVrJs6ZM8en5ZUSvV4vDho0SHz++efFgwcPijt37hQfe+wxsW/fvuLOnTttj1u6dKmYkZFhu22xWERRFMXXXntNfOqpp0StVuvzskvF22+/LY4aNarUfe+//77YqlUr8fz582Uen5aWJnbr1k00mUziRx99JCYnJ4uHDx/2UWmlxWKxiNOmTRPHjBlT6v6XX35Z7Ny5s3j16tVyn3vx4kWxdevWYocOHcSjR496u6hBhROJ/EQQBJw7dw7R0dG2X+lyuRzJyclYvnw5NBoN3nvvPWzdurXMpIO9e/dCLpcjLS0NTZs29edhSIIoirh06RLi4+MBwDaurnfv3nj++efRvXt3vPzyy7bE3CUTI8+ePRu33347li1bBqVSCZPJVK1WnxBFEefPn0edOnUA3Jrlev/990Or1ZaZqGEwGPDdd9/h0UcfxZNPPomrV6/iyy+/rLYT27RaLbKystCqVSsA1voMDQ1Fr169kJWVVWaWcPG5169fP/Ts2RPbtm2rthMQNm7cCAB4/fXX0bJlS3Tp0gWvvvoqMjMzceLECdvjhg8fjoSEBGRlZeHatWs4cuQIPvjgA6xbtw6TJk0qNTaxurl06ZJtWEvx995jjz0Gs9mM/fv32x5XfI7VqlULISEhmDx5Mj7//HMsX74cLVq08H3BJcBsNuPixYu24y/+7nvkkUeQn5+PY8eOlfvc77//HqIoIi0tDc2aNfNJeYNF9bm6SogoijCbzVCr1cjNzUVBQYFt8orFYoFGo8GSJUswdOhQfPTRR2jbti1iY2MhCAK++eYbfPzxx0hLS8Mdd9zh5yORhpCQEERFRWH37t34v//7P4SEhNiCx9atW2PChAnQ6/X48MMPUa9ePVugPn36dBw4cADbt2+HQqGodgEnYK07vV5vu0AVH3/dunUhCAJ0Ol2Zx/fv3x+iKCIpKQnt27eHXC6vlnUHWH8oXrt2DSdPnkTfvn1tPxDbtm0LnU6H/Px8xMXFlel2q1OnDl555RUkJCTYut6rW9dcVlYWtFqtbViGyWRC8+bN0bRp01JBJwAUFhbi22+/xRdffIE6depArVZj+fLlaNKkiT+KLhl5eXlIT08HcGuGelxcHEJDQ23pkoBbXcTt27dHTk4ONm7ciO+++65aB0xyuRxXr17FX3/9BeDWd9/tt9/u8Luv2LJly/DJJ5/gu+++4zXYBWzp9ANBEKBQKNCjx/+3d+ZhVVXrH//AgcMoggIOHARxQAVBRBTFckJM4zqVpllejcceu4851rWs7GplpVmOOYEoClpq3hQBZ0MRxzRSQ8UBxRAVRM9hOsDZvz/87R0odNVUtL0+f+HhHJ51vu691ne9+33f1YWUlBR2794N/JHsbTKZcHR0ZPbs2fz+++8sXrxY+WzdunX573//S+vWrWtq+E8V8g6+Z8+eXLx4UWnvI5tIgICAAIYNG8aNGzc4dOiQ8tmIiAhSUlJUGeGEO9pJksSrr77KqFGjgDvXZnl5OXq9Ho1Go3RFkHUuLy/H3t6ewYMH06FDBzQaDeXl5arTTsbW1pbnnnuO4OBgACUf+Pbt25iZmf1pgYtOp6tU4KY2HBwcyMzMJCcnB/hj0bexsUGv11d6r7W1NcOHD2f69OnMmjWLyMhIVT/lqTjvDRkyBLhz75aVlVFUVATc20EBwNHRkalTp5KQkKBqwwl3NAwODlby0+Wc/6KiIiRJqraLSadOnYiPj8fHx+dJDvdvgzpXiqeE8PBw9uzZw4cffkiDBg1o166dYjwlSaJ58+b069ePtLQ0JRoaGhpa08N+qpAX6z59+rBlyxZiY2NxdXVVig5kM9m7d2+2bt3Kjz/+yPDhw5EkSSm+UqtpkrUbNmxYpZQDjUaD0WikvLxc6Yggv/fdd99l6NChBAUFVXq/GpEkCVtbW2bPnn1PIYvRaKzyfOslS5bQs2dPvLy8lNfUeg52+/btmTdvnpIWI9+rkiTh5OQEVC6wcnJyYuDAgTU23qcJWZOhQ4dWmrssLCyUjePd19XSpUvx9/dn0KBBT3SsTyvm5uZMmjSpUteXiprdvRFcu3YtzZo1IzAw8ImN8e+IOme7pwSNRsPIkSNp2bIlo0aN4ujRo4rhNDMzQ6PR4ObmhsFgUO3Cfj/IKQmzZ8+mvLycOXPmsGnTJuDOJCw/ZnJ3d1cWuIoTitq1rc70yP3qZN58803S0tKU3n9qR9amouGUI1BlZWXUqlWr0oL2xhtvkJCQoMoq4apo1qwZYWFhyr9lPQsKCrCxsan02owZM/jwww+f/CCfcqraLJeVlSm9OmXmzZvHN998o9oOE9VRVZtBo9GIVqutlCs8Z84cvvjiC9EP+xEgTOdjpri4mOzs7Gp/7+fnx/jx42nevDkREREkJCQoj0fgTksaDw8PVT5+u1/Mzc0pLy+nQYMGxMbGYjKZmDNnDt9++y2A0jbk119/xdXVtSaH+sxQWlpKeXk5dnZ2AIwaNYrMzEwSExOVNl6Ce5Hv07KyMkpLS5WF/8033+T3339n/fr1aDQaVRZd/S8qbv4qboTmz5/P2rVrVdk/92EoLi6mpKRE6bk5d+5cIiMjWbdunapTEu6X4uJiioqKlM3kvHnzWL58OatXr6ZJkyY1PLpnH/U9U3yCmEwmxo0bx6+//sqaNWvuiXDIEc3g4GCmTJlCVFQUEydOJDQ0FBcXF8rLy4mPjycuLk6VTXurory8vNLiVDEqXF5ejpubG3FxcXzwwQfExsayefNmWrVqRVZWFnq9nsjIyEqfUxPVaXc3JpMJS0tLtFotN2/e5IsvvuDSpUvEx8erNv/1QbG0tKS0tJSioiImTpxIZmam6vSTr6+K1fl/ds9VfL/8PtkwrV27VtU5dBXvXTkFqypMJhNarRY7OzvKyspYvHgxUVFRqq5Sf1CsrKzQarVoNBqWLl1KZGSk0O8RYiaptV/HE6CsrIxdu3Yxe/ZstFot8+fPx9PTs9J7Kk6wRqOR+Ph4du7cyc2bN/Hw8GDkyJE0b968Bkb/9CFrVVJSwqlTp5TmvRU1lCfn27dvc/jwYXbs2IG5uTkuLi6MGTNGtVXq96Pd3YSHh5ORkYGHh4fqDNPdVLfQV6ff5cuXGTp0KCaTCXt7e7Zs2aJa/VJTU+nYsSNw58lNw4YNq3yffO/+85//pEmTJjg7O7No0SLWrFkjFvz/58svv6Rbt260b9/+T83nkCFDSE9Pp7y8nLi4OFUXnj7ovStJEn379uXWrVvcvHlT9fo9atQ1+z1hLCws6NatG1qtlunTpzNmzBgWLFhQyXhWvOi1Wi0DBw4kPDwcrVZLaWmpak/auBt5QZIkibFjx5KTk8O7775LSEhIpeiI/OjSwcGBHj16KJWJFf+O2hb9+9VORpIkysrK8PX1xdnZmcjISNWadfijwMVoNHL69Gm0Wi1ubm7Y29tX2+5IPre+du3abN68WbX65eTkMHLkSCZOnMjp06dxdXVl4sSJVc5rciQvJCSEr7/+Gq1WKwxnBfLz84mOjqaoqIj27dtXaaTkTgitW7cmOzubZcuWqTpoUTFCvG/fPvR6PVZWVnTv3r1aw1lWVoabmxtZWVls2LBB1fo9DsQxmI8JOZlbo9Hg4eFB48aN2bFjB9u3b6dTp05/mpAsn9+q9gIXGXmxLioq4syZMxw4cICMjAwyMjJwc3NTekrKi788mVRlBtRWKfyg2gHKtdehQwcGDRqk6j6ckiSh0WgwGAwMGzaM9evXExUVxZkzZ7C3t8fT0/Me/UwmE1ZWVvTr14+IiAjVGk657YyjoyNfffUVV69eZcWKFcrGsLoIu9FoJDs7m0WLFokcxP9HkiRsbGyQJImtW7fSunVr5UCHisjzn5+fHwMGDFB10ZokScp8P2HCBDZv3kxSUhIXLlygZcuWuLi4VPk5jUZDcHAwgwYNqtRlQvBoEKbzMSFf7Bs2bMDBwQE/Pz88PT3vy3iqLdfwz6i46A8cOJBLly7h6OiITqfjp59+4uLFi7i5ueHu7l6leVIzf0U7+WQduXedGjdActuZ0tJSXn31VRo2bMiYMWPw8/MjKSmJY8eOYWdnR4sWLe7Z9JhMJuzs7JQiN7UZTvjj/tu0aRMnT56kqKgIW1tbAgICFI2qukfd3d3p0aNHlaZKLdzd8kjWycbGho0bN+Li4qK02LtbQ5PJhI2NTbV9JtWCrMv06dM5fvw4S5cupW/fvvTs2bPapu5yuyl7e3tR6f+YEKbzMZKcnMyECRMoKirCx8cHHx+f+zaegjvIk8CUKVMoLS1l0aJFhIWFERYWhqenJ+vWrSMjIwOdTldl1E7N/BXtKuqnRi3lKElJSQnnz59Hr9czdepUmjVrhr+/P97e3hw4cIAjR46g0+nu6TBR8We1RdfvNkxWVlYMHz6ckpISoqKisLCwoF27dlUaT/n6kztOqBVZv8zMTGrXrq1oVK9ePfR6PStWrKBPnz5Vrh9qvF+rw2AwEBcXx7Bhw2jfvj116tSppFlOTs495lxt9+uTRpjOx4iHhwc2NjZERkai1+tp1aoVvr6+lYxnSEiIMJ7/g4KCAlatWkWLFi0IDQ2lrKwMMzMzvL29cXd3JyYmhkuXLlGvXj0aNWokJt0KCO0eDvl0lwkTJjB//nxKSkro168fGo0GMzMzGjVqhE6nY/Pmzej1ekJDQ8ViReUcul27dnHw4EFsbGxo06YNLVq04Pbt26xcuRKNRkNQUNA9jczF9fcHCxcu5O233yYnJwczMzMaN24MgLOzM8nJyVhYWNC2bVuxyf4TDAYD33zzDV5eXrRv3x74Y2NTWFjIxIkTKSwsFIVCTxBhOh8BkiTdUyEn53S2bdsWa2trIiMjMRgMlYznnj17+P777wkNDRWh/ArI2slYWVmxY8cOTpw4wYABA7C2tqa8vBwzMzOaN2/OmTNn+OWXX8jKykKn01VbHasGhHaPDnNzcy5fvkx2djaXL1/mhRdewNnZWdFYjm6uXLmSvn37qn7zWDGHbuzYsWzZsoUDBw5w+vRpmjZtSosWLWjSpAkGg4GVK1diYWGBv78/a9euxcrKCmdn5xr+BjXL3VHf+vXr4+zszN69e1m/fj0XLlzA0dGR1q1bKz1zhw0bphQJqt14VpVqYGZmxm+//UZaWhotW7akXr16yntKSkpYt24ddnZ2dO7cuSaGrEqE6fwLyIuPmZmZMtl+88031K9fn7p16yo7+LZt2yoRz4KCAlq2bImvry8NGjQgLS2NF198UZjOCpibm1NYWMiCBQtwd3fHwcGBoqIikpOTyc7OJiAgAFtbW2WSOXDgADqdjtTUVIqKiujRo8c9j4jVgtDu4anq6ED5MfChQ4fYsWMHoaGhODo6KpvM69evc+zYMcWQqhn5mpk5cya//PIL3377LW+99RbBwcFKQZCTkxPNmzfn1q1bxMTEsHHjRvbv38+wYcNUPQdWjBBnZmZy5coVdDodwcHBdOnShcaNG/PDDz+wa9cufv75Z15++WU2bdpEWVmZco2qmYr65eXlcfPmTWrVqoWFhQWWlpasWbOGvLw8dDqdciqdVqtl+/btNG3alMDAQGHcnxDCdD4kBoOBvn37otfrlXOoU1NT+fTTT9m3bx/PP/88jo6OlYxnaWkpq1atwmQy4enpSUBAAP369VP9YlUVu3fv5tNPPyUvL4+goCDatWvHpUuX2Lp1K3l5ebRr1w5ra2uMRiNbtmzhvffeo379+ixbtoy+ffsqZzerEaHdgyNXlxcXF5OYmMjBgwfJysqiSZMm+Pn54ejoSEpKClu2bKFjx45otVqMRiOzZ8/G2tqaN998UyxY3IkerVixghdeeIGuXbui0WhwcHBQtLly5Qq1atUiKCgInU6Hubk5n332maqrhCsapilTprBs2TKWLl3Kxo0bKS8vx9fXl3bt2tG/f39q1arFoUOHWL16Nfn5+VhbW9OzZ09VFqrJVNTvP//5D8uWLWPZsmUkJibi7OxMaGgo9evXJzo6mjNnzqDRaCgtLWX16tX89NNPTJ48GUdHR3H/PiGE6XwIDAYD/fr1Izc3l5SUFKysrAgMDMTd3Z3atWtz9OhREhISeO6553ByclIios7Ozmzfvp3U1FQkSSIkJET1CfPVodPpcHNzIzo6mkuXLhESEkKvXr04f/48iYmJbNq0iczMTObPn8/NmzcZMWIExcXF/Pzzz/Tv31/VUROh3YMhV+cbDAZeeeUVjh49SmpqKj/++CPHjx+nQYMGhIWFYWdnR3JyMt999x27d+/m0qVLZGVlsWrVKiwsLP60DZBaKCwsJC4ujjp16iiPLOWCocLCQj799FP0ej0hISH4+/vTs2dP1W+65ej622+/TXp6OpMmTaJfv37k5+cTFxeHXq+nWbNmuLq64uvry+DBg3FwcMDW1pZx48ap/mhfWb/x48dz8uRJRo4cSUBAALm5uSxevJiioiIiIiJo1KgRhw8fZs2aNRw4cIBLly6xYMGCaivZBY8HYTofEJPJxJQpU9DpdMyePZuCggKWL1+uVGS2bt0aCwsLDh06RFJSEp07d6ZOnTrAnQlZkiQGDx5M9+7dVT/ZysjR4IqLtoWFBc2aNcPFxYWVK1dy8eJFOnfuTJ8+fbC1teXq1aucO3eO5s2bExkZiUajITY2ltzcXAYPHqyaY0OFdn8dMzMzjEYjb7zxBu7u7sydO5eBAwfy8ssv88UXX5CZmUnXrl0JCgrCxsaG8+fPc/v2bSZMmMCYMWOUPqZqaStlNBo5deoUiYmJHD16FL1ej7m5ObVr18bKyorU1FRSUlIqzX1mZmZotVpWrlyJwWCgV69eyutqpeI9Gx8fT1JSEgsXLiQwMBBPT0969+5NXl4eGzZswN7entatW2Nubo65uTm+vr5069at2l6TamPr1q1s3bqVuXPn0rFjR/z8/AgKCiI6Oprnn3+edu3a0bx5c7p160a/fv0IDw/ntddeo1GjRjU9dPUhCR6Yy5cvKz9nZGRIkydPlry9vaVFixYpr8fGxkrdu3eXwsLCpIyMDKmwsFCaO3euNGLECKm0tLQmhv1UU1hYKI0fP17at29fpddLSkqktWvXSj4+PtLEiROl3NxcSZIkyWg0Snq9XsrNzZU2btwovffee1JQUJD022+/1cTwaxSh3cNTVlYmSZIkpaSkSOHh4VJ6erryu9TUVMnX11fauHFjpc/ExMRI3bp1k8LDw6Xs7OxKf+fvjl6vl0aMGCG98sorUvv27aWwsDDJ29tb6tOnjxQdHS1JkiT9/vvvUrdu3aSBAwdK58+fr/T5cePGSQsWLKiBkT8dFBUVSVFRUdKNGzckSZKk8vJySZIkafHixVJYWJhUWFgoSdKde1Rm0qRJUnBwsJSTkyNJkiSZTKYnPOqnC/n7V9RhyZIlUpcuXaSbN29KkiRJFy9elLp06SJ9+OGHkiRJ0pUrV6S8vLwnP1jBPYhI50Pg4OCg/FynTh28vLwoKChgxYoVlSKeVlZWHDt2jEWLFrFz505SU1P56quvlERmNSPdlbS9d+9e683gfQAADg9JREFUIiMjOXXqFF5eXri5uQF3Tofw8vLC3Nyc2NhYDAYDTZs2xcnJCa1WS2RkJN9++y1OTk7MnDlTFSeYCO0ensLCQoqKirh9+7bSvB0gPT2d1atX079/f+rXr8+2bdsYP348kydPZtCgQezbt49t27bRtm1b/P39sbCw4MiRI3z33Xf07t270pzwd8VgMNC/f390Oh3jx49n0qRJjBw5Eh8fHy5cuEBcXBwmk4nQ0FA8PT1JSkoiPj4ec3Nz8vLy2LhxI0lJSUyePFmJgKqN1atXs2zZMgoLC2nVqhW2trZIksTRo0c5cuQIISEhuLq6otFoMBqNaDQafH19iYyMpHnz5spBBGrm9u3bShcO+SlPWloaKSkpDBgwQDk9rEuXLnzyyScAjB49mnPnztGlS5caHr1AmM5HgJOTUyXjqdVqCQwMxNfXF29vb3Q6Ha6urkybNk31+SPFxcVYWFjcc1Rl48aNqVevHvv37yc1NbWSebK0tMTCwoLk5GQOHz6MnZ0dwcHBALRo0YLXX3+d8PDwv72ZF9r9NU6cOMHMmTNZuHAh27Ztw8rKSjHa169fJz4+Hl9fX86fP88HH3zA5MmTGTp0KJIkMWfOHG7cuKE8Fvbz86OsrIwLFy7Qu3fvv30erNFo5O2336Zhw4bMnTuXevXqKXmsXl5e+Pj4UFZWxooVK6hbty7h4eF06tSJn3/+mfj4eFJSUrhx4wbz5s1T9VnWbdq0IT8/n+TkZK5fv64YT3t7e2JiYigoKMDf3x97e3ulFVJOTg7JyckMHDhQtS3NiouL+e6771i8eDFRUVGsX7+ekydP0qhRI5ydnXFwcGD16tVkZmayZMkSunbtyvTp0zGZTOTn55OYmEifPn1o2rRpTX8V1SNM5yOiovGMjo5Gp9PRokUL3NzcaN++PSEhIard3cv8+uuvTJs2jbKyMry8vBQDVVpaikajoUWLFtjb25OamsqBAwdo3LgxOp0OgPz8fLRaLe+//z59+vRRIlTW1tZYW1v/7as3hXZ/jSNHjhAREUGTJk1o06YNDRs2pFevXopZ1Ol0ZGRksHz5cnbt2sU777zDsGHDACgqKiI2NpZOnToREBCgRFgCAgJ48cUXVVHI8dtvv7Fr1y7Gjh1L/fr1ldflDVCdOnXw8PAgKyuL5ORkOnfuTJMmTRg4cCBdunRhyJAhDBo0CHd395r6CjWOfN106tSJrKws9u7dy7Vr12jZsiWNGjXCycmJqKgo8vPz8fT0pE6dOpiZmbFq1SrOnTvHiBEjVHm0pcFgYMSIEUrng169eqHX6zl69CirVq2ifv36dOrUCRcXF+Li4rC3t+fjjz/GyckJSZJYunQpBw8e5K233lLFE4mnHWE6HyFOTk40btyYs2fPcvXqVbp161aph6eaH4sUFBTw/vvvk5qays6dO0lJSeHy5cv4+vpibW2taNOyZUtsbW05cOAA+/btw9XVFVtbW2bNmkVJSQmvvfYa5ubm9zRB/zsjtPtrnDx5ktGjRzNq1CgmT55MSEgInTt3vic6GRgYyOXLlzl79ixdunRBo9Fw69YtPvjgA/Lz85kxY4ZSyCEXgail6Gr79u3s3LmTf/3rX9V+ZycnJxwdHYmJiSE4OFhpgyRHotSiVVXIHRLkTWJISAhZWVns27eP69ev4+vrS1BQEA4ODkRFRXHw4EF27tzJrl272LJlC0uWLFFOJFITcmtCLy8vpk6dyssvv4yfnx+9e/fG39+f3NxcVqxYgYeHB/3798fR0ZGEhASOHj3Ktm3b2LlzJ0lJSSxbtowmTZrU9NcRIEznI0NehOrUqUN6ejpnzpzhlVdeUSpa1Ww44c5j3lOnTlFcXMzixYu5cuUKu3fvJiYmhry8POzs7JQISqtWrbC3tyctLY1Vq1aRkJCAyWRi8eLFip5qMk1Cu4enuLiYr7/+mjZt2jB+/HgApbF7SUkJ+fn57NmzhwsXLuDt7U2HDh3Izc1l1apVrF+/nkOHDmFubs6aNWuwtLRUolVqu5+PHDnCiRMneOONN6o9AUfuP7xr1y7s7e3p0KFDDY326aC4uJjt27ej0WioVasWGo2mUoeDkJAQLl++THJyMjdu3MDHx4cOHTrQqVMnrl+/TmlpKQ0aNGDatGl4e3vX4DepGQwGA+Hh4QQGBjJ79mwlSikb9wYNGiinM8XExBAWFsbzzz9P586duX79OiaTCQ8PDz766CNV6ve08vd/rvaEuHHjhvKYTZ4s1NRG5c+QF6jRo0ezceNG0tLS+Pzzz8nOziYqKor09HSio6N5/fXX8fHxoW/fvgwYMICWLVty6tQpCgsLGTp0qNKaRg2Pg2WEdn+N4uJiTpw4QUREBPBHxOnKlSssX76cbdu2cf36deBOvt2sWbP48ssveemllyguLsbOzo6AgAAlQqw2/eTrr1mzZty6dYukpCT+8Y9/VGm65c1MQUEBpaWlT3qoTxVGo5ERI0Zw/PhxtFotQUFBuLi40KNHD/z8/LCzs8Pe3p7JkydjbW1NYmIiJpOJUaNGERAQQKtWrbCysqrU+FxNGI1GxowZQ35+Pl999RVwZ121tLTE0tJSeZ+7uzsRERGcOHGC6OhoPvroI/z9/fHx8VFyjtW0yX4WEJHOR8ChQ4d49dVXSUlJITExkeTkZD7//PNKuU9qRm4ObWlpydWrVzl8+DBdu3bF1dWV559/nmvXrrF//34KCgrYsWMHu3fvplatWnh6ehIUFISfnx/m5uaUl5erbtEX2v01CgoKWL16NXZ2dnTr1o2rV6+yf/9+xowZw7FjxwgMDGTs2LF07NiRnTt3kp6eTnh4OG5ubnh4eNCwYUPl/0CNi79sLm1tbdm8eTPZ2dkEBgYqqQkVI56SJJGVlcXBgwd56aWXlJxiNWIwGDh58iQlJSW4uLjQtWtXjh8/TmJiIpGRkRw8eJCMjAwkSaJ3795kZ2eTnp7OlStXaNWqFbVq1QJQ7ZG0er2eX375hUuXLnH27Fl69uyJRqOp8qjahg0bcvz4cdLT0xkyZAgajaaSbmrU72lGmM5HgMlkori4mKKiItzd3Zk2bZqqKzSrwszMDI1Gg5WVFYsWLaJt27Z4eXmxdetWpk6dyieffMJbb72Fr68vqampxMTEcOPGDcLCwpSFTa07VqHdw2Nubs758+fZvHkzmzdvJi4ujg0bNuDt7c3o0aOZPHkyzZo1w9fXF71eT0pKCi+++CK2traVFiu1L1x2dnY0btyYZcuWcevWLby9valdu/Y9GkVFRXHmzBmGDx+OnZ1dDY64ZrG2tqZNmzbk5OSQl5eHu7s7M2fOZNCgQeh0OmxsbNixYwcJCQmsW7eOoqIiTpw4wbFjx7C0tKR9+/aqNZxwR7+2bdtiMBiIj4/n7NmzhIWFKRtoeT6T20oZDAb2799PeHg4dnZ2wnA+xZhJkiTV9CD+LpSXl6t6gb9fxo4dq0ysH3/8Me+88w4RERGVJoiEhAR69eqlyujSnyG0e3CuXr1KbGwsaWlpmEwmevfuTWhoqJIOIz82nzlzJqdOnSI6OlosVtWwZs0aPvvsM4KCghg4cCB9+vRBkiQyMzP54YcfWLNmDXFxcaro+Xo/XLt2jaVLl7Jv3z569+7NuHHjlN/JOcVJSUnk5uayZcsWzMzMWLp0qarPoq9IXl4eixYtYsOGDXTv3l151H532sGMGTM4cuQI69atE/PeU44wnYInTmxsLJ9//jmSJDFlyhTlkQhwT96cWnOaqkNo93AYjUa0Wi0Gg6FS2xlZo1u3bjF+/Hhat27NxIkTa3CkTz979uxh6tSp6PV66tSpg7m5OXXr1sVoNDJjxgxhOO/i+vXrLFmyhAMHDtCjRw8mTJgA3Ht/5ubmYmFh8bfv+fqgVGc85RzP4uJi/v3vf+Pu7s6kSZNUHSF+FhCmU1AjjBgxAr1ez4YNG2p6KM8cQruHRzbmFXMR9Xo9EyZMIDc3l3Xr1t3ze8G95OTkkJaWxokTJwDo0KEDzZo1E2eBV0N1xlONxWkPQ3XGE2DOnDmsX7+eVatWqbKt1LOGyOkUPFHkxfzWrVscOnQIHx8fGjZsKBb5+0Bo99eRU1+SkpJIS0vj0KFDLF26lJs3b/L9999XaoskqB57e3uaNGlCx44d6dixI+7u7qrO4fxf2NnZ0bJlS3Jycti7dy85OTl07NixUs9XQfXY2Njg6+tLQUEBCQkJSo7n4sWLWbJkCStXrhR1FM8IwnQKnijy5Ori4kJMTAzW1tZ07txZTLr3gdDu0XD58mUiIiLYvXs3t27domnTpsyfPx9LS0sReXoA7q5cF9fhn1PReO7fv58LFy7w3HPPCd3uk4rGc9u2baxevZq9e/eyZs0afH19a3p4gvtEmE5BjeDg4EBpaSlLliyhe/fu4rHcAyC0+2vUrl2bAQMGMGjQIAYPHkyvXr1U3VbqYRHV/Q+OnZ0drVq1IiMjg9OnT9O9e3dsbGxqeljPDLLxzMnJ4dq1ayxfvpxWrVrV9LAED4DI6RTUGOfOnWPWrFksXLhQFLw8IEK7R4uI1AmeJLm5uUiShLOzc00P5ZkkLy8Pk8kk9HsGEaZTUKPIi72otH5whHYCgUAgeJYQplNQ44go08MjtBMIBALBs4IwnQKBQCAQCASCx47oCyIQCAQCgUAgeOwI0ykQCAQCgUAgeOwI0ykQCAQCgUAgeOwI0ykQCAQCgUAgeOwI0ykQCAQCgUAgeOwI0ykQCAQCgUAgeOwI0ykQCAQCgUAgeOwI0ykQCAQCgUAgeOwI0ykQCAQCgUAgeOz8H5OL1Xv3TN1eAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x575 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,main_panel=2,volume_panel=0,\n",
    "         addplot=ap2,panel_ratios=(4,1.5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "---\n",
    "\n",
    "Notice that in all of the above examples, mplfinance automatically determined ***how many*** panels we needed based on our specification of panel ID's.  This automatic determination however requires that we do *not* skip any panel ID's.  If we do, mplfinance will raise an exception:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "inferred panel list is missing panels: [2]",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-13-9ddf39b8267d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmpf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'candle'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvolume\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmain_panel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mvolume_panel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0maddplot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0map2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/code/mplfinance/src/mplfinance/plotting.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(data, **kwargs)\u001b[0m\n\u001b[1;32m    292\u001b[0m         \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Request for volume, but NO volume data.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    293\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 294\u001b[0;31m     \u001b[0mpanels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_build_panels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    295\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    296\u001b[0m     \u001b[0mvolumeAxes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpanels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mat\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'volume_panel'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'axes'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'volume'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mTrue\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/code/mplfinance/src/mplfinance/_panels.py\u001b[0m in \u001b[0;36m_build_panels\u001b[0;34m(figure, config)\u001b[0m\n\u001b[1;32m     99\u001b[0m         \u001b[0mmissing\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mm\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpset\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    100\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmissing\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 101\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'inferred panel list is missing panels: '\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmissing\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    102\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    103\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: inferred panel list is missing panels: [2]"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x575 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,main_panel=3,volume_panel=0,addplot=ap2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "We can override this behavior by ***explicitly*** setting the number of panels, ***however*** the panel for the ID that was skipped will be empty of any plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',volume=True,main_panel=3,volume_panel=0,addplot=ap2,num_panels=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Finally, we demonstate using these features to create a **MACD** plot (**M**oving **A**verage **C**onvergence **D**ivergence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- First use Pandas to calculate the 12 period and 26 period exponential moving averages:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "exp12 = df['Close'].ewm(span=12, adjust=False).mean()\n",
    "exp26 = df['Close'].ewm(span=26, adjust=False).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "* The MACD Line is defined as the difference between these two moving averages:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "macd = exp12 - exp26"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "* The MACD Signal is defined as the 9 period exponential moving average of the MACD Line:<br><br>\n",
    "* We also calculate the difference between the MACD Line and the MACD Signal which we will plot as a histogram:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal    = macd.ewm(span=9, adjust=False).mean()\n",
    "histogram = macd - signal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### Now create our MACD plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1012x632.5 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [mpf.make_addplot(exp12,color='lime'),\n",
    "        mpf.make_addplot(exp26,color='c'),\n",
    "        mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n",
    "                         color='dimgray',alpha=1,secondary_y=False),#,ylim=(-.75,+.75)),\n",
    "        mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True,ylim=(-3,3),width=6,alpha=0.5),\n",
    "        mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n",
    "        mpf.make_addplot(df['Volume'],panel=2,ylim=(+10000000,1000000000),alpha=0.01,y_on_right=True)#,secondary_y=False)\n",
    "       ]\n",
    "\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n",
    "         style='blueskies',volume=True,volume_panel=2,panel_ratios=(6,3,4.5),ylim=(110,130))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- Just for fun, the same plot in a different style:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1012x632.5 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [mpf.make_addplot(exp12,color='lime'),\n",
    "        mpf.make_addplot(exp26,color='c'),\n",
    "        mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n",
    "                         color='dimgray',alpha=1,secondary_y=False),#,ylim=(-.75,+.75)),\n",
    "        mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True,ylim=(-3,3),width=6,alpha=0.5),\n",
    "        mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n",
    "        mpf.make_addplot(df['Volume'],panel=2,ylim=(+10000000,1000000000),alpha=0.01,y_on_right=False),#,secondary_y=False)\n",
    "       ]\n",
    "s = mpf.make_mpf_style(base_mpf_style='classic',rc={'figure.facecolor':'lightgray'})\n",
    "\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n",
    "         style=s,volume=True,volume_panel=2,panel_ratios=(6,3,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1012x632.5 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [mpf.make_addplot(exp12,color='lime'),\n",
    "        mpf.make_addplot(exp26,color='c'),\n",
    "        mpf.make_addplot(histogram,type='bar',width=0.7,panel=1,\n",
    "                         color='dimgray',alpha=1,secondary_y=False),#,ylim=(-.75,+.75)),\n",
    "        mpf.make_addplot(macd,panel=1,color='fuchsia',secondary_y=True,ylim=(-3,3),width=6,alpha=0.5),\n",
    "        mpf.make_addplot(signal,panel=1,color='b',secondary_y=True),\n",
    "        mpf.make_addplot(df['Volume'],panel=2,ylim=(+10000000,1000000000),alpha=0.01,y_on_right=True),#,secondary_y=False)\n",
    "        mpf.make_addplot(df,panel=3,type='ohlc',mav=(10,20),ylabel='OHLC',ylim=(80,150))\n",
    "       ]\n",
    "\n",
    "m = mpf.make_marketcolors(base_mpf_style='blueskies',ohlc='k')\n",
    "s = mpf.make_mpf_style(base_mpf_style='blueskies',marketcolors=m)\n",
    "mpf.plot(df,type='candle',addplot=apds,figscale=1.1,figratio=(8,5),title='\\nMACD',\n",
    "         style=s,volume=True,volume_panel=2,panel_ratios=(6,3,4.5,6),ylim=(110,130),\n",
    "         scale_width_adjustment=dict(lines=2.1),update_width_config=dict(ohlc_linewidth=1.1)\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
